Uma biblioteca em Python para análise de dados, até para principantes.¶
(Com casos práticos)¶
Pandas é uma bibilioteca open source, com licença BSD, que oferece alta perfomance, estruturas fáceis de utilizar e ferramentas de análise de dados para a linguagem de programação Python http://pandas.pydata.org/
DATAFRAMES¶
In [3]:
df
Out[3]:
| time_vencedor | placar_vencedor | placar_derrotado | time_derrotado | |
|---|---|---|---|---|
| 1941 | Treze | 15 | 0 | Sport Club João Pessoa (João Pessoa) |
| 1979 | Treze | 13 | 0 | Nacional (Cabedelo) |
| 1965 | Esporte (Patos) | 11 | 0 | Cinco de Agosto (João Pessoa) |
| 1983 | Treze | 11 | 0 | Santos (Joao Pessoa) |
| 2007 | Treze | 11 | 0 | Perilima |
| 1960 | Campinense | 11 | 1 | Comerciários |
| 1973 | Treze | 10 | 0 | Santa Cruz (Santa Rita) |
| 1982 | Treze | 10 | 0 | Santa Cruz (Santa Rita) |
| 1982 | Campinense | 10 | 0 | Santa Cruz (Santa Rita) |
| 1983 | Campinense | 10 | 0 | Santa Cruz (Santa Rita) |
| 2003 | América FC (Caaporã) | 10 | 0 | Auto Esporte |
| 1981 | Campinense | 10 | 1 | Nacional (Cabedelo) |
| 1981 | Treze | 10 | 1 | Nacional (Cabedelo) |
| 1940 | Felipeia | 10 | 2 | Sport Club João Pessoa (João Pessoa) |
| 1949 | Botafogo | 9 | 0 | 19 de Março |
| 2010 | Botafogo | 9 | 0 | Queimadense |
| 2007 | Atletico CD (Cajazeiras) | 9 | 0 | Perilima |
| 1950 | Treze | 9 | 1 | Palmeiras |
| 1961 | Campinense | 9 | 1 | Santos |
| 1984 | Botafogo | 9 | 1 | Nacional (Cabedelo) |
| 2005 | Nacional (Patos) | 9 | 1 | Perilima |
| 2013 | Botafogo | 9 | 2 | Cruzeiro EC (Itaporanga). |
SERIES¶
Como instalar:¶
- ## download do pacote Anaconda: https://www.continuum.io/downloads (forma mais fácil)
- pip install pandas (mais demorado)
- sudo apt-get install python-pandas3 (ou python-pandas)
Visão do Jupyter Notebook
<a href = "ondas_gravitacionais-notebook.html"> ondas_gravitacionais-notebook.html </a>
Origem¶
- AQR Capital Management (finanças) - Ano 2008
- Ditador Benevolente para a vida: Wes McKinney
Características¶
Python
- Facilidade de sintaxe
- Rapidez na criação de protótipos
- ** Excelente Comunidade!! ** </ul>
- Velocidade no processamento de dados e eficiência no uso memória
- DataFrames e Indexes para seleção de linhas
Numpy
R
GITHUB REPO:¶
Numpy - mais eficiência¶
In [4]:
import pandas as pd
import numpy as np
from pympler import asizeof
no_final = 1_000_000
lista = list(range(no_final))
array_np = np.arange(no_final,dtype=np.int64)
print('Tamanhos em mb:' ,
asizeof.asizeof(lista)/(1024*1024),
asizeof.asizeof(array_np)/1024*1024)
print('Proporção:',asizeof.asizeof(lista) / asizeof.asizeof(array_np))
print('\nsum(lista)')
py_lista = %timeit -o sum(lista)
print('np.sum(array_np)')
np_array = %timeit -o np.sum(array_np)
print('Proporção:', py_lista.best / np_array.best, '(numpy mais rapido que python)')
print('\nsum(array_np)')
%timeit sum(array_np)
print('np.sum(np.arange(no_final,dtype=np.int64))')
%timeit np.sum(np.arange(no_final,dtype=np.int64))
Tamanhos em mb: 39.100746154785156 8000096.0 Proporção: 5.124951500581993 sum(lista) 10 loops, best of 3: 53.4 ms per loop np.sum(array_np) 1000 loops, best of 3: 986 µs per loop Proporção: 54.123739121381206 (numpy mais rapido que python) sum(array_np) 10 loops, best of 3: 114 ms per loop np.sum(np.arange(no_final,dtype=np.int64)) 100 loops, best of 3: 6.3 ms per loop
In [6]:
df
Out[6]:
| time_vencedor | placar_vencedor | placar_derrotado | time_derrotado | |
|---|---|---|---|---|
| 1941 | Treze | 15 | 0 | Sport Club João Pessoa (João Pessoa) |
| 1979 | Treze | 13 | 0 | Nacional (Cabedelo) |
| 1965 | Esporte (Patos) | 11 | 0 | Cinco de Agosto (João Pessoa) |
| 1983 | Treze | 11 | 0 | Santos (Joao Pessoa) |
| 2007 | Treze | 11 | 0 | Perilima |
| 1960 | Campinense | 11 | 1 | Comerciários |
| 1973 | Treze | 10 | 0 | Santa Cruz (Santa Rita) |
| 1982 | Treze | 10 | 0 | Santa Cruz (Santa Rita) |
| 1982 | Campinense | 10 | 0 | Santa Cruz (Santa Rita) |
| 1983 | Campinense | 10 | 0 | Santa Cruz (Santa Rita) |
| 2003 | América FC (Caaporã) | 10 | 0 | Auto Esporte |
| 1981 | Campinense | 10 | 1 | Nacional (Cabedelo) |
| 1981 | Treze | 10 | 1 | Nacional (Cabedelo) |
| 1940 | Felipeia | 10 | 2 | Sport Club João Pessoa (João Pessoa) |
| 1949 | Botafogo | 9 | 0 | 19 de Março |
| 2010 | Botafogo | 9 | 0 | Queimadense |
| 2007 | Atletico CD (Cajazeiras) | 9 | 0 | Perilima |
| 1950 | Treze | 9 | 1 | Palmeiras |
| 1961 | Campinense | 9 | 1 | Santos |
| 1984 | Botafogo | 9 | 1 | Nacional (Cabedelo) |
| 2005 | Nacional (Patos) | 9 | 1 | Perilima |
| 2013 | Botafogo | 9 | 2 | Cruzeiro EC (Itaporanga). |
Gerenciadores de bloco¶
```
df.info()
Int64Index: 22 entries, 1941 to 2013
Data columns (total 4 columns):
time_vencedor 22 non-null object
placar_vencedor 22 non-null int64
placar_derrotado 22 non-null int64
time_derrotado 22 non-null object
dtypes: int64(2), object(2)
memory usage: 1.5+ KB```
In [7]:
print('tipo df:',type(df.blocks))
print('tipo bloco: ', type(df.blocks['int64']),'\n\n') #['placar_vencedor']
print(df.blocks)
tipo df: <class 'dict'>
tipo bloco: <class 'pandas.core.frame.DataFrame'>
{'int64': placar_vencedor placar_derrotado
1941 15 0
1979 13 0
1965 11 0
1983 11 0
2007 11 0
1960 11 1
1973 10 0
1982 10 0
1982 10 0
1983 10 0
2003 10 0
1981 10 1
1981 10 1
1940 10 2
1949 9 0
2010 9 0
2007 9 0
1950 9 1
1961 9 1
1984 9 1
2005 9 1
2013 9 2 , 'object': time_vencedor time_derrotado
1941 Treze Sport Club João Pessoa (João Pessoa)
1979 Treze Nacional (Cabedelo)
1965 Esporte (Patos) Cinco de Agosto (João Pessoa)
1983 Treze Santos (Joao Pessoa)
2007 Treze Perilima
1960 Campinense Comerciários
1973 Treze Santa Cruz (Santa Rita)
1982 Treze Santa Cruz (Santa Rita)
1982 Campinense Santa Cruz (Santa Rita)
1983 Campinense Santa Cruz (Santa Rita)
2003 América FC (Caaporã) Auto Esporte
1981 Campinense Nacional (Cabedelo)
1981 Treze Nacional (Cabedelo)
1940 Felipeia Sport Club João Pessoa (João Pessoa)
1949 Botafogo 19 de Março
2010 Botafogo Queimadense
2007 Atletico CD (Cajazeiras) Perilima
1950 Treze Palmeiras
1961 Campinense Santos
1984 Botafogo Nacional (Cabedelo)
2005 Nacional (Patos) Perilima
2013 Botafogo Cruzeiro EC (Itaporanga). }
In [8]:
df_ = pd.concat([df] * 100_000,ignore_index=False)
%timeit -n1 -r1 df_['placar_vencedor'],df_['placar_derrotado']
1 loop, best of 1: 481 µs per loop
In [9]:
%timeit -n1 -r1 df_['placar_vencedor'], df_['time_vencedor']
1 loop, best of 1: 175 µs per loop
In [10]:
%timeit -n1 -r1 df
1 loop, best of 1: 604 ns per loop
In [11]:
%timeit -n1 -r1 df.blocks['int64']
1 loop, best of 1: 788 µs per loop
In [12]:
%timeit -n1 -r1 df_[['placar_vencedor','placar_derrotado']]
1 loop, best of 1: 95.1 ms per loop
In [13]:
%timeit -n1 -r1 df_[['time_vencedor','time_derrotado']]
1 loop, best of 1: 63.1 ms per loop
In [14]:
%timeit -n1 -r1 df_[['time_vencedor', 'placar_vencedor']]
1 loop, best of 1: 42.5 ms per loop
In [15]:
%timeit -n1 -r1 df_[['placar_vencedor','placar_derrotado']]
1 loop, best of 1: 22.3 ms per loop
SLICING POR BOOLEANS
In [16]:
df.index > 1990
Out[16]:
array([False, False, False, False, True, False, False, False, False,
False, True, False, False, False, False, True, True, False,
False, False, True, True], dtype=bool)
In [17]:
df[df.index > 1990]
Out[17]:
| time_vencedor | placar_vencedor | placar_derrotado | time_derrotado | |
|---|---|---|---|---|
| 2007 | Treze | 11 | 0 | Perilima |
| 2003 | América FC (Caaporã) | 10 | 0 | Auto Esporte |
| 2010 | Botafogo | 9 | 0 | Queimadense |
| 2007 | Atletico CD (Cajazeiras) | 9 | 0 | Perilima |
| 2005 | Nacional (Patos) | 9 | 1 | Perilima |
| 2013 | Botafogo | 9 | 2 | Cruzeiro EC (Itaporanga). |
In [18]:
df[df['placar_vencedor'] == 10]
Out[18]:
| time_vencedor | placar_vencedor | placar_derrotado | time_derrotado | |
|---|---|---|---|---|
| 1973 | Treze | 10 | 0 | Santa Cruz (Santa Rita) |
| 1982 | Treze | 10 | 0 | Santa Cruz (Santa Rita) |
| 1982 | Campinense | 10 | 0 | Santa Cruz (Santa Rita) |
| 1983 | Campinense | 10 | 0 | Santa Cruz (Santa Rita) |
| 2003 | América FC (Caaporã) | 10 | 0 | Auto Esporte |
| 1981 | Campinense | 10 | 1 | Nacional (Cabedelo) |
| 1981 | Treze | 10 | 1 | Nacional (Cabedelo) |
| 1940 | Felipeia | 10 | 2 | Sport Club João Pessoa (João Pessoa) |
In [19]:
df[(df.index > 1990) & (df['time_vencedor'] == 'Treze')]
Out[19]:
| time_vencedor | placar_vencedor | placar_derrotado | time_derrotado | |
|---|---|---|---|---|
| 2007 | Treze | 11 | 0 | Perilima |
In [20]:
df[
(df['time_vencedor'] == 'Treze') |
(df['time_vencedor'] == 'Campinense')
]
Out[20]:
| time_vencedor | placar_vencedor | placar_derrotado | time_derrotado | |
|---|---|---|---|---|
| 1941 | Treze | 15 | 0 | Sport Club João Pessoa (João Pessoa) |
| 1979 | Treze | 13 | 0 | Nacional (Cabedelo) |
| 1983 | Treze | 11 | 0 | Santos (Joao Pessoa) |
| 2007 | Treze | 11 | 0 | Perilima |
| 1960 | Campinense | 11 | 1 | Comerciários |
| 1973 | Treze | 10 | 0 | Santa Cruz (Santa Rita) |
| 1982 | Treze | 10 | 0 | Santa Cruz (Santa Rita) |
| 1982 | Campinense | 10 | 0 | Santa Cruz (Santa Rita) |
| 1983 | Campinense | 10 | 0 | Santa Cruz (Santa Rita) |
| 1981 | Campinense | 10 | 1 | Nacional (Cabedelo) |
| 1981 | Treze | 10 | 1 | Nacional (Cabedelo) |
| 1950 | Treze | 9 | 1 | Palmeiras |
| 1961 | Campinense | 9 | 1 | Santos |
In [21]:
times_jp = ['Botafogo', 'Santos', 'Sport Club João Pessoa']
df[
df['time_vencedor'].isin(times_jp) |
df['time_derrotado'].isin(times_jp)
]
Out[21]:
| time_vencedor | placar_vencedor | placar_derrotado | time_derrotado | |
|---|---|---|---|---|
| 1949 | Botafogo | 9 | 0 | 19 de Março |
| 2010 | Botafogo | 9 | 0 | Queimadense |
| 1961 | Campinense | 9 | 1 | Santos |
| 1984 | Botafogo | 9 | 1 | Nacional (Cabedelo) |
| 2013 | Botafogo | 9 | 2 | Cruzeiro EC (Itaporanga). |
In [22]:
df.loc[df['time_vencedor'].str.contains('Campi')]
Out[22]:
| time_vencedor | placar_vencedor | placar_derrotado | time_derrotado | |
|---|---|---|---|---|
| 1960 | Campinense | 11 | 1 | Comerciários |
| 1982 | Campinense | 10 | 0 | Santa Cruz (Santa Rita) |
| 1983 | Campinense | 10 | 0 | Santa Cruz (Santa Rita) |
| 1981 | Campinense | 10 | 1 | Nacional (Cabedelo) |
| 1961 | Campinense | 9 | 1 | Santos |
In [23]:
df[df['time_vencedor'].str.contains('TrEzE',case=False) == False]
Out[23]:
| time_vencedor | placar_vencedor | placar_derrotado | time_derrotado | |
|---|---|---|---|---|
| 1965 | Esporte (Patos) | 11 | 0 | Cinco de Agosto (João Pessoa) |
| 1960 | Campinense | 11 | 1 | Comerciários |
| 1982 | Campinense | 10 | 0 | Santa Cruz (Santa Rita) |
| 1983 | Campinense | 10 | 0 | Santa Cruz (Santa Rita) |
| 2003 | América FC (Caaporã) | 10 | 0 | Auto Esporte |
| 1981 | Campinense | 10 | 1 | Nacional (Cabedelo) |
| 1940 | Felipeia | 10 | 2 | Sport Club João Pessoa (João Pessoa) |
| 1949 | Botafogo | 9 | 0 | 19 de Março |
| 2010 | Botafogo | 9 | 0 | Queimadense |
| 2007 | Atletico CD (Cajazeiras) | 9 | 0 | Perilima |
| 1961 | Campinense | 9 | 1 | Santos |
| 1984 | Botafogo | 9 | 1 | Nacional (Cabedelo) |
| 2005 | Nacional (Patos) | 9 | 1 | Perilima |
| 2013 | Botafogo | 9 | 2 | Cruzeiro EC (Itaporanga). |
str.contains admite RegEx¶
In [24]:
times_jp = ['Bota','Santos','Sport Clu']
times_cg = ['nense','reze']
df.loc[df['time_vencedor'].str.contains('|'.join(times_jp)) |
df['time_derrotado'].str.contains('|'.join(times_jp)) |
df['time_vencedor'].str.contains('|'.join(times_cg)) |
df['time_derrotado'].str.contains('|'.join(times_cg))
]
Out[24]:
| time_vencedor | placar_vencedor | placar_derrotado | time_derrotado | |
|---|---|---|---|---|
| 1941 | Treze | 15 | 0 | Sport Club João Pessoa (João Pessoa) |
| 1979 | Treze | 13 | 0 | Nacional (Cabedelo) |
| 1983 | Treze | 11 | 0 | Santos (Joao Pessoa) |
| 2007 | Treze | 11 | 0 | Perilima |
| 1960 | Campinense | 11 | 1 | Comerciários |
| 1973 | Treze | 10 | 0 | Santa Cruz (Santa Rita) |
| 1982 | Treze | 10 | 0 | Santa Cruz (Santa Rita) |
| 1982 | Campinense | 10 | 0 | Santa Cruz (Santa Rita) |
| 1983 | Campinense | 10 | 0 | Santa Cruz (Santa Rita) |
| 1981 | Campinense | 10 | 1 | Nacional (Cabedelo) |
| 1981 | Treze | 10 | 1 | Nacional (Cabedelo) |
| 1940 | Felipeia | 10 | 2 | Sport Club João Pessoa (João Pessoa) |
| 1949 | Botafogo | 9 | 0 | 19 de Março |
| 2010 | Botafogo | 9 | 0 | Queimadense |
| 1950 | Treze | 9 | 1 | Palmeiras |
| 1961 | Campinense | 9 | 1 | Santos |
| 1984 | Botafogo | 9 | 1 | Nacional (Cabedelo) |
| 2013 | Botafogo | 9 | 2 | Cruzeiro EC (Itaporanga). |
In [25]:
df.loc[(df['time_vencedor'].str.contains('|'.join(times_jp)) |
df['time_derrotado'].str.contains('|'.join(times_jp))) &
(df['time_vencedor'].str.contains('|'.join(times_cg)) |
df['time_derrotado'].str.contains('|'.join(times_cg)))
]
Out[25]:
| time_vencedor | placar_vencedor | placar_derrotado | time_derrotado | |
|---|---|---|---|---|
| 1941 | Treze | 15 | 0 | Sport Club João Pessoa (João Pessoa) |
| 1983 | Treze | 11 | 0 | Santos (Joao Pessoa) |
| 1961 | Campinense | 9 | 1 | Santos |
In [26]:
df_ = df.copy()
df_['Mandante'] = 'Sem Info' #np.nan
s = pd.Series(['Botafogo',0,0,'Botafogo','Sim']
,name=1984
,index=df_.columns)
df_ = df_.append(s)
df_.tail()
Out[26]:
| time_vencedor | placar_vencedor | placar_derrotado | time_derrotado | Mandante | |
|---|---|---|---|---|---|
| 1961 | Campinense | 9 | 1 | Santos | Sem Info |
| 1984 | Botafogo | 9 | 1 | Nacional (Cabedelo) | Sem Info |
| 2005 | Nacional (Patos) | 9 | 1 | Perilima | Sem Info |
| 2013 | Botafogo | 9 | 2 | Cruzeiro EC (Itaporanga). | Sem Info |
| 1984 | Botafogo | 0 | 0 | Botafogo | Sim |
ITERANDO O DATAFRAME¶
In [27]:
%%timeit -n1 -r1
#não recomendado
for idx, row in df.iterrows():
row['placar_vencedor'] * 1000
1 loop, best of 1: 2.87 ms per loop
In [28]:
%%timeit -n1 -r1
# recomendado
for row in df.itertuples():
row[2] * 1000
1 loop, best of 1: 2.67 ms per loop
In [29]:
%%timeit -n1 -r1
# melhor alternativa
df['placar_vencedor'] * 1000
1 loop, best of 1: 567 µs per loop
loc vs iloc - Label Locate vs Index Locate¶
In [30]:
df.loc[1941]
Out[30]:
time_vencedor Treze placar_vencedor 15 placar_derrotado 0 time_derrotado Sport Club João Pessoa (João Pessoa) Name: 1941, dtype: object
In [31]:
df.iloc[0]
Out[31]:
time_vencedor Treze placar_vencedor 15 placar_derrotado 0 time_derrotado Sport Club João Pessoa (João Pessoa) Name: 1941, dtype: object
In [32]:
#df.iloc[1941]
df.ix[1941]
C:\Users\Alberto\Anaconda3\lib\site-packages\ipykernel_launcher.py:2: DeprecationWarning: .ix is deprecated. Please use .loc for label based indexing or .iloc for positional indexing See the documentation here: http://pandas.pydata.org/pandas-docs/stable/indexing.html#deprecate_ix
Out[32]:
time_vencedor Treze placar_vencedor 15 placar_derrotado 0 time_derrotado Sport Club João Pessoa (João Pessoa) Name: 1941, dtype: object
In [33]:
print(df['time_vencedor'].loc[1941])
print(df.at[1941,'time_vencedor'])
print(df.iat[0,0])
df.iat[0,0] = 'CAMPINENSE'
df.head()
Treze Treze Treze
Out[33]:
| time_vencedor | placar_vencedor | placar_derrotado | time_derrotado | |
|---|---|---|---|---|
| 1941 | CAMPINENSE | 15 | 0 | Sport Club João Pessoa (João Pessoa) |
| 1979 | Treze | 13 | 0 | Nacional (Cabedelo) |
| 1965 | Esporte (Patos) | 11 | 0 | Cinco de Agosto (João Pessoa) |
| 1983 | Treze | 11 | 0 | Santos (Joao Pessoa) |
| 2007 | Treze | 11 | 0 | Perilima |
In [34]:
df.at[1941,'time_vencedor'] = 'Treze'
df.head()
Out[34]:
| time_vencedor | placar_vencedor | placar_derrotado | time_derrotado | |
|---|---|---|---|---|
| 1941 | Treze | 15 | 0 | Sport Club João Pessoa (João Pessoa) |
| 1979 | Treze | 13 | 0 | Nacional (Cabedelo) |
| 1965 | Esporte (Patos) | 11 | 0 | Cinco de Agosto (João Pessoa) |
| 1983 | Treze | 11 | 0 | Santos (Joao Pessoa) |
| 2007 | Treze | 11 | 0 | Perilima |
Criando colunas ou adicionando linhas¶
CONCATENAR / MERGE / APPEND / GROUPBY¶
CONCATENAR¶
CONCATENAR NO EIXO HORIZONTAL¶
In [36]:
df4 = pd.DataFrame({'B': ['B2', 'B3', 'B6', 'B7'],
'D': ['D2', 'D3', 'D6', 'D7'],
'F': ['F2', 'F3', 'F6', 'F7']},
index=[2, 3, 6, 7])
result = pd.concat([df1, df4], axis=1)
CONCATENAR COM INNER JOIN¶
In [37]:
result = pd.concat([df1, df4], axis=1, join='inner')
MERGE¶
In [38]:
left = pd.DataFrame({'key': ['K0', 'K1', 'K2', 'K3'],
'A': ['A0', 'A1', 'A2', 'A3'],
'B': ['B0', 'B1', 'B2', 'B3']})
right = pd.DataFrame({'key': ['K0', 'K1', 'K2', 'K3'],
'C': ['C0', 'C1', 'C2', 'C3'],
'D': ['D0', 'D1', 'D2', 'D3']})
result = pd.merge(left, right, on='key')
MERGE COM DUAS CHAVES¶
In [39]:
left = pd.DataFrame({'key1': ['K0', 'K0', 'K1', 'K2'],
'key2': ['K0', 'K1', 'K0', 'K1'],
'A': ['A0', 'A1', 'A2', 'A3'],
'B': ['B0', 'B1', 'B2', 'B3']})
right = pd.DataFrame({'key1': ['K0', 'K1', 'K1', 'K2'],
'key2': ['K0', 'K0', 'K0', 'K0'],
'C': ['C0', 'C1', 'C2', 'C3'],
'D': ['D0', 'D1', 'D2', 'D3']})
result = pd.merge(left, right, on=['key1','key2'])
GROUPBY¶
In [40]:
(df
.groupby('time_derrotado') #('time_derrotado')
.count()
.sort_values('placar_vencedor', ascending=False)
)
Out[40]:
| time_vencedor | placar_vencedor | placar_derrotado | |
|---|---|---|---|
| time_derrotado | |||
| Nacional (Cabedelo) | 4 | 4 | 4 |
| Santa Cruz (Santa Rita) | 4 | 4 | 4 |
| Perilima | 3 | 3 | 3 |
| Sport Club João Pessoa (João Pessoa) | 2 | 2 | 2 |
| 19 de Março | 1 | 1 | 1 |
| Auto Esporte | 1 | 1 | 1 |
| Cinco de Agosto (João Pessoa) | 1 | 1 | 1 |
| Comerciários | 1 | 1 | 1 |
| Cruzeiro EC (Itaporanga). | 1 | 1 | 1 |
| Palmeiras | 1 | 1 | 1 |
| Queimadense | 1 | 1 | 1 |
| Santos | 1 | 1 | 1 |
| Santos (Joao Pessoa) | 1 | 1 | 1 |
In [41]:
(df
.groupby(['time_vencedor','time_derrotado'])
.count()
.sort_values('placar_vencedor',ascending=False)
)
Out[41]:
| placar_vencedor | placar_derrotado | ||
|---|---|---|---|
| time_vencedor | time_derrotado | ||
| Treze | Santa Cruz (Santa Rita) | 2 | 2 |
| Nacional (Cabedelo) | 2 | 2 | |
| Campinense | Santa Cruz (Santa Rita) | 2 | 2 |
| América FC (Caaporã) | Auto Esporte | 1 | 1 |
| Esporte (Patos) | Cinco de Agosto (João Pessoa) | 1 | 1 |
| Treze | Santos (Joao Pessoa) | 1 | 1 |
| Perilima | 1 | 1 | |
| Palmeiras | 1 | 1 | |
| Nacional (Patos) | Perilima | 1 | 1 |
| Felipeia | Sport Club João Pessoa (João Pessoa) | 1 | 1 |
| Campinense | Santos | 1 | 1 |
| Atletico CD (Cajazeiras) | Perilima | 1 | 1 |
| Campinense | Nacional (Cabedelo) | 1 | 1 |
| Comerciários | 1 | 1 | |
| Botafogo | Queimadense | 1 | 1 |
| Nacional (Cabedelo) | 1 | 1 | |
| Cruzeiro EC (Itaporanga). | 1 | 1 | |
| 19 de Março | 1 | 1 | |
| Treze | Sport Club João Pessoa (João Pessoa) | 1 | 1 |
In [42]:
(df_
.groupby(['time_vencedor'])
.sum()
.sort_values('placar_vencedor',ascending=False)
)
Out[42]:
| placar_vencedor | placar_derrotado | |
|---|---|---|
| time_vencedor | ||
| Treze | 89 | 2 |
| Campinense | 50 | 3 |
| Botafogo | 36 | 3 |
| Esporte (Patos) | 11 | 0 |
| América FC (Caaporã) | 10 | 0 |
| Felipeia | 10 | 2 |
| Atletico CD (Cajazeiras) | 9 | 0 |
| Nacional (Patos) | 9 | 1 |
pandas.Series.apply()
Aplicando funções em séries do DataFrame
In [43]:
string = '''24/08/1941- Sport Club João Pessoa (João Pessoa) 0 x 15 Treze
Gols: Clóvis (6), Biu (3), Eustáquio (2), Alcides (2) e Mota (2).
12/04/1979- Treze 13 x 0 Nacional (Cabedelo)
../../1965- Esporte (Patos) 11 x 0 Cinco de Agosto (João Pessoa)
09/06/1983- Santos (Joao Pessoa) 0 x 11 Treze
31/01/2007- Treze 11 x 0 Perilima
../../1960- Campinense 11 x 1 Comerciários
../../1973- Treze 10 x 0 Santa Cruz (Santa Rita)
26/05/1982- Treze 10 x 0 Santa Cruz (Santa Rita)
09/06/1982- Campinense 10 x 0 Santa Cruz (Santa Rita)
17/04/1983- Campinense 10 x 0 Santa Cruz (Santa Rita)
16/03/2003- América FC (Caaporã) 10 x 0 Auto Esporte
03/05/1981- Campinense 10 x 1 Nacional (Cabedelo)
13/05/1981- Treze 10 x 1 Nacional (Cabedelo)
14/07/1940- Sport Club João Pessoa (João Pessoa) 2 x 10 Felipeia
11/09/1949- Botafogo 9 x 0 19 de Março
17/02/2010- Botafogo 9 x 0 Queimadense
22/04/2007- Atletico CD (Cajazeiras) 9 x 0 Perilima
30/07/1950- Treze 9 x 1 Palmeiras
../../1961- Campinense 9 x 1 Santos
12/09/1984- Botafogo 9 x 1 Nacional (Cabedelo)
31/04/2005- Perilima 1 x 9 Nacional (Patos)
20/02/2013- Botafogo 9 x 2 Cruzeiro EC (Itaporanga).'''
string = string.replace('\n\n','\n')
string = '\n'.join([x for x in string.split('\n')
if x.startswith('Gol') is False])
In [44]:
df = pd.DataFrame(string.split('\n'))
df
Out[44]:
| 0 | |
|---|---|
| 0 | 24/08/1941- Sport Club João Pessoa (João Pessoa) 0 x 15 Treze |
| 1 | 12/04/1979- Treze 13 x 0 Nacional (Cabedelo) |
| 2 | ../../1965- Esporte (Patos) 11 x 0 Cinco de Agosto (João Pessoa) |
| 3 | 09/06/1983- Santos (Joao Pessoa) 0 x 11 Treze |
| 4 | 31/01/2007- Treze 11 x 0 Perilima |
| 5 | ../../1960- Campinense 11 x 1 Comerciários |
| 6 | ../../1973- Treze 10 x 0 Santa Cruz (Santa Rita) |
| 7 | 26/05/1982- Treze 10 x 0 Santa Cruz (Santa Rita) |
| 8 | 09/06/1982- Campinense 10 x 0 Santa Cruz (Santa Rita) |
| 9 | 17/04/1983- Campinense 10 x 0 Santa Cruz (Santa Rita) |
| 10 | 16/03/2003- América FC (Caaporã) 10 x 0 Auto Esporte |
| 11 | 03/05/1981- Campinense 10 x 1 Nacional (Cabedelo) |
| 12 | 13/05/1981- Treze 10 x 1 Nacional (Cabedelo) |
| 13 | 14/07/1940- Sport Club João Pessoa (João Pessoa) 2 x 10 Felipeia |
| 14 | 11/09/1949- Botafogo 9 x 0 19 de Março |
| 15 | 17/02/2010- Botafogo 9 x 0 Queimadense |
| 16 | 22/04/2007- Atletico CD (Cajazeiras) 9 x 0 Perilima |
| 17 | 30/07/1950- Treze 9 x 1 Palmeiras |
| 18 | ../../1961- Campinense 9 x 1 Santos |
| 19 | 12/09/1984- Botafogo 9 x 1 Nacional (Cabedelo) |
| 20 | 31/04/2005- Perilima 1 x 9 Nacional (Patos) |
| 21 | 20/02/2013- Botafogo 9 x 2 Cruzeiro EC (Itaporanga). |
In [45]:
def divisor_colunas(x):
lista = x.split('-')
data = lista[0]
ano = int(data[data.rfind('/')+1:])
resultado = lista[1]
times = resultado.split('x')
lado_a = times[0].strip(' ')
lado_b = times[1].strip(' ')
placar_a = int(lado_a[-2:])
time_a = lado_a[:-2].strip()
placar_b = int(lado_b[:2])
time_b = lado_b[2:].strip()
if placar_b > placar_a:
time_a, placar_a, time_b,placar_b = time_b,placar_b, time_a, placar_a
return [ano,time_a,placar_a,placar_b,time_b]
df[0] = df[0].apply(divisor_colunas)
colunas = ['ano','time_vencedor',
'placar_vencedor','placar_derrotado','time_derrotado']
df = pd.DataFrame([x for x in df[0]], columns=colunas)
df = df.set_index('ano')
# del df.index.name
In [46]:
df
Out[46]:
| time_vencedor | placar_vencedor | placar_derrotado | time_derrotado | |
|---|---|---|---|---|
| ano | ||||
| 1941 | Treze | 15 | 0 | Sport Club João Pessoa (João Pessoa) |
| 1979 | Treze | 13 | 0 | Nacional (Cabedelo) |
| 1965 | Esporte (Patos) | 11 | 0 | Cinco de Agosto (João Pessoa) |
| 1983 | Treze | 11 | 0 | Santos (Joao Pessoa) |
| 2007 | Treze | 11 | 0 | Perilima |
| 1960 | Campinense | 11 | 1 | Comerciários |
| 1973 | Treze | 10 | 0 | Santa Cruz (Santa Rita) |
| 1982 | Treze | 10 | 0 | Santa Cruz (Santa Rita) |
| 1982 | Campinense | 10 | 0 | Santa Cruz (Santa Rita) |
| 1983 | Campinense | 10 | 0 | Santa Cruz (Santa Rita) |
| 2003 | América FC (Caaporã) | 10 | 0 | Auto Esporte |
| 1981 | Campinense | 10 | 1 | Nacional (Cabedelo) |
| 1981 | Treze | 10 | 1 | Nacional (Cabedelo) |
| 1940 | Felipeia | 10 | 2 | Sport Club João Pessoa (João Pessoa) |
| 1949 | Botafogo | 9 | 0 | 19 de Março |
| 2010 | Botafogo | 9 | 0 | Queimadense |
| 2007 | Atletico CD (Cajazeiras) | 9 | 0 | Perilima |
| 1950 | Treze | 9 | 1 | Palmeiras |
| 1961 | Campinense | 9 | 1 | Santos |
| 1984 | Botafogo | 9 | 1 | Nacional (Cabedelo) |
| 2005 | Nacional (Patos) | 9 | 1 | Perilima |
| 2013 | Botafogo | 9 | 2 | Cruzeiro EC (Itaporanga). |
Ah não!!! Outras goleadas?¶
In [47]:
try:df_gol_2 = pd.read_html('http://cacellain.com.br/blog/?p=57719',
header=0)
except: df_gol_2 = pd.read_html('Grandes Goleadas – Campeonato Paraibano » História do Futebol.html',
header=0)
df_gol_2 = df_gol_2[0]
df_gol_2['Data'] = df_gol_2['Data'].apply(lambda x: x[x.rfind('/')+1:])
df_gol_2
Out[47]:
| Data | Mandante | Placar | Visitante | |
|---|---|---|---|---|
| 0 | 1941 | Botafogo | 16×1 | Sport-JP |
| 1 | 1941 | Sport-JP | 0×15 | Treze |
| 2 | 1944 | Dolaport | 13×0* | Palmeiras |
| 3 | 1979 | Treze | 13×0 | Nacional de Cabedelo |
| 4 | 1945 | Vasco da Gama | 0×12 | Palmeiras |
| 5 | 1958 | Auto Esporte | 12×0 | Arsenal |
| 6 | 1960 | Campinense | 11×0 | Comerciários |
| 7 | 1964 | Campinense | 11×0 | Red Cross |
| 8 | 1965 | Esporte | 11×0 | 5 de Agosto |
| 9 | 1976 | Campinense | 11×0 | Esporte |
| 10 | 2007 | Treze | 11×0 | Perilima |
| 11 | 1941 | Sport-JP | 2×11 | Auto Esporte |
| 12 | 1957 | Oitizeiro | 0×10 | Auto Esporte |
| 13 | 1973 | Treze | 10×0 | Santa Cruz |
| 14 | 1979 | Botafogo | 10×0 | América de Esperança |
| 15 | 1982 | Treze | 10×0 | Santa Cruz |
| 16 | 1982 | Campinense | 10×0 | Santa Cruz |
| 17 | 1983 | Campinense | 10×0 | Santa Cruz |
| 18 | 1992 | Botafogo | 10×0 | Santa Cruz |
| 19 | 1992 | Santos | 0×10 | Campinense |
| 20 | 2003 | América de Caaporã | 10×0 | Auto Esporte |
| 21 | 1981 | Campinense | 10×1 | Nacional de Cabedelo |
| 22 | 1981 | Treze | 10×1 | Nacional de Cabedelo |
| 23 | 1940 | Sport-JP | 2×10 | Felipeia |
In [48]:
def divide_placar(x):
lista = str(x).replace('*','').split("×")
lista =[int(x) for x in lista]
return lista
df_gol_2['Placar'] = df_gol_2['Placar'].apply(divide_placar)
df_gol_2[['Placar_mandante',
'Placar_visitante']] = pd.DataFrame([x for x in df_gol_2['Placar']])
df_gol_2
Out[48]:
| Data | Mandante | Placar | Visitante | Placar_mandante | Placar_visitante | |
|---|---|---|---|---|---|---|
| 0 | 1941 | Botafogo | [16, 1] | Sport-JP | 16 | 1 |
| 1 | 1941 | Sport-JP | [0, 15] | Treze | 0 | 15 |
| 2 | 1944 | Dolaport | [13, 0] | Palmeiras | 13 | 0 |
| 3 | 1979 | Treze | [13, 0] | Nacional de Cabedelo | 13 | 0 |
| 4 | 1945 | Vasco da Gama | [0, 12] | Palmeiras | 0 | 12 |
| 5 | 1958 | Auto Esporte | [12, 0] | Arsenal | 12 | 0 |
| 6 | 1960 | Campinense | [11, 0] | Comerciários | 11 | 0 |
| 7 | 1964 | Campinense | [11, 0] | Red Cross | 11 | 0 |
| 8 | 1965 | Esporte | [11, 0] | 5 de Agosto | 11 | 0 |
| 9 | 1976 | Campinense | [11, 0] | Esporte | 11 | 0 |
| 10 | 2007 | Treze | [11, 0] | Perilima | 11 | 0 |
| 11 | 1941 | Sport-JP | [2, 11] | Auto Esporte | 2 | 11 |
| 12 | 1957 | Oitizeiro | [0, 10] | Auto Esporte | 0 | 10 |
| 13 | 1973 | Treze | [10, 0] | Santa Cruz | 10 | 0 |
| 14 | 1979 | Botafogo | [10, 0] | América de Esperança | 10 | 0 |
| 15 | 1982 | Treze | [10, 0] | Santa Cruz | 10 | 0 |
| 16 | 1982 | Campinense | [10, 0] | Santa Cruz | 10 | 0 |
| 17 | 1983 | Campinense | [10, 0] | Santa Cruz | 10 | 0 |
| 18 | 1992 | Botafogo | [10, 0] | Santa Cruz | 10 | 0 |
| 19 | 1992 | Santos | [0, 10] | Campinense | 0 | 10 |
| 20 | 2003 | América de Caaporã | [10, 0] | Auto Esporte | 10 | 0 |
| 21 | 1981 | Campinense | [10, 1] | Nacional de Cabedelo | 10 | 1 |
| 22 | 1981 | Treze | [10, 1] | Nacional de Cabedelo | 10 | 1 |
| 23 | 1940 | Sport-JP | [2, 10] | Felipeia | 2 | 10 |
In [49]:
def corrige_vencedor_derrotado(row):
if row['Placar_mandante'] > row['Placar_visitante']:
return pd.Series(
[row['Mandante'],
row['Placar_mandante'],
row['Placar_visitante'],
row['Visitante']],
index=df.columns)
if row['Placar_mandante'] < row['Placar_visitante']:
return pd.Series(
[row['Visitante'],
row['Placar_visitante'],
row['Placar_mandante'],
row['Mandante']],
index=df.columns)
df_temp = pd.DataFrame(df_gol_2.apply(corrige_vencedor_derrotado,axis=1))
df_temp.index = df_gol_2['Data'].apply(int)
# del df_temp.index.name
df_temp
Out[49]:
| time_vencedor | placar_vencedor | placar_derrotado | time_derrotado | |
|---|---|---|---|---|
| Data | ||||
| 1941 | Botafogo | 16 | 1 | Sport-JP |
| 1941 | Treze | 15 | 0 | Sport-JP |
| 1944 | Dolaport | 13 | 0 | Palmeiras |
| 1979 | Treze | 13 | 0 | Nacional de Cabedelo |
| 1945 | Palmeiras | 12 | 0 | Vasco da Gama |
| 1958 | Auto Esporte | 12 | 0 | Arsenal |
| 1960 | Campinense | 11 | 0 | Comerciários |
| 1964 | Campinense | 11 | 0 | Red Cross |
| 1965 | Esporte | 11 | 0 | 5 de Agosto |
| 1976 | Campinense | 11 | 0 | Esporte |
| 2007 | Treze | 11 | 0 | Perilima |
| 1941 | Auto Esporte | 11 | 2 | Sport-JP |
| 1957 | Auto Esporte | 10 | 0 | Oitizeiro |
| 1973 | Treze | 10 | 0 | Santa Cruz |
| 1979 | Botafogo | 10 | 0 | América de Esperança |
| 1982 | Treze | 10 | 0 | Santa Cruz |
| 1982 | Campinense | 10 | 0 | Santa Cruz |
| 1983 | Campinense | 10 | 0 | Santa Cruz |
| 1992 | Botafogo | 10 | 0 | Santa Cruz |
| 1992 | Campinense | 10 | 0 | Santos |
| 2003 | América de Caaporã | 10 | 0 | Auto Esporte |
| 1981 | Campinense | 10 | 1 | Nacional de Cabedelo |
| 1981 | Treze | 10 | 1 | Nacional de Cabedelo |
| 1940 | Felipeia | 10 | 2 | Sport-JP |
In [50]:
df_fim = pd.concat([df,df_temp]).sort_index()
def corretor_time (time):
try:
x = time.lower()
if 'américa' in x:
if 'caapor' in x:
return 'América FC (Caaporã)'
if 'cajazaeiras' in x:
return 'América CD (Cajazeiras)'
if 'sport club joão pessoa' in x:
return 'Sport-JP'
if 'santa cruz' in x:
return 'Santa Cruz'
if 'nacional' in x and 'cabedelo' in x:
return 'Nacional de Cabedelo'
if '5' in x or 'cinco' in x and 'agosto' in x:
return '5 de Agosto'
else:
return time
except:
return time
df_fim = df_fim.applymap(corretor_time)
In [51]:
df_fim.drop_duplicates()
Out[51]:
| time_vencedor | placar_vencedor | placar_derrotado | time_derrotado | |
|---|---|---|---|---|
| 1940 | Felipeia | 10 | 2 | Sport-JP |
| 1941 | Auto Esporte | 11 | 2 | Sport-JP |
| 1941 | Treze | 15 | 0 | Sport-JP |
| 1941 | Botafogo | 16 | 1 | Sport-JP |
| 1944 | Dolaport | 13 | 0 | Palmeiras |
| 1945 | Palmeiras | 12 | 0 | Vasco da Gama |
| 1949 | Botafogo | 9 | 0 | 19 de Março |
| 1950 | Treze | 9 | 1 | Palmeiras |
| 1957 | Auto Esporte | 10 | 0 | Oitizeiro |
| 1958 | Auto Esporte | 12 | 0 | Arsenal |
| 1960 | Campinense | 11 | 0 | Comerciários |
| 1960 | Campinense | 11 | 1 | Comerciários |
| 1961 | Campinense | 9 | 1 | Santos |
| 1964 | Campinense | 11 | 0 | Red Cross |
| 1965 | Esporte | 11 | 0 | 5 de Agosto |
| 1965 | Esporte (Patos) | 11 | 0 | 5 de Agosto |
| 1973 | Treze | 10 | 0 | Santa Cruz |
| 1976 | Campinense | 11 | 0 | Esporte |
| 1979 | Botafogo | 10 | 0 | América de Esperança |
| 1979 | Treze | 13 | 0 | Nacional de Cabedelo |
| 1981 | Campinense | 10 | 1 | Nacional de Cabedelo |
| 1981 | Treze | 10 | 1 | Nacional de Cabedelo |
| 1982 | Campinense | 10 | 0 | Santa Cruz |
| 1983 | Treze | 11 | 0 | Santos (Joao Pessoa) |
| 1984 | Botafogo | 9 | 1 | Nacional de Cabedelo |
| 1992 | Campinense | 10 | 0 | Santos |
| 1992 | Botafogo | 10 | 0 | Santa Cruz |
| 2003 | América FC (Caaporã) | 10 | 0 | Auto Esporte |
| 2005 | Nacional (Patos) | 9 | 1 | Perilima |
| 2007 | Treze | 11 | 0 | Perilima |
| 2007 | Atletico CD (Cajazeiras) | 9 | 0 | Perilima |
| 2010 | Botafogo | 9 | 0 | Queimadense |
| 2013 | Botafogo | 9 | 2 | Cruzeiro EC (Itaporanga). |
In [52]:
df_fim[df_fim.duplicated(keep=False)]
Out[52]:
| time_vencedor | placar_vencedor | placar_derrotado | time_derrotado | |
|---|---|---|---|---|
| 1940 | Felipeia | 10 | 2 | Sport-JP |
| 1940 | Felipeia | 10 | 2 | Sport-JP |
| 1941 | Treze | 15 | 0 | Sport-JP |
| 1941 | Treze | 15 | 0 | Sport-JP |
| 1973 | Treze | 10 | 0 | Santa Cruz |
| 1973 | Treze | 10 | 0 | Santa Cruz |
| 1979 | Treze | 13 | 0 | Nacional de Cabedelo |
| 1979 | Treze | 13 | 0 | Nacional de Cabedelo |
| 1981 | Campinense | 10 | 1 | Nacional de Cabedelo |
| 1981 | Campinense | 10 | 1 | Nacional de Cabedelo |
| 1981 | Treze | 10 | 1 | Nacional de Cabedelo |
| 1981 | Treze | 10 | 1 | Nacional de Cabedelo |
| 1982 | Treze | 10 | 0 | Santa Cruz |
| 1982 | Campinense | 10 | 0 | Santa Cruz |
| 1982 | Treze | 10 | 0 | Santa Cruz |
| 1982 | Campinense | 10 | 0 | Santa Cruz |
| 1983 | Campinense | 10 | 0 | Santa Cruz |
| 1983 | Campinense | 10 | 0 | Santa Cruz |
| 2003 | América FC (Caaporã) | 10 | 0 | Auto Esporte |
| 2003 | América FC (Caaporã) | 10 | 0 | Auto Esporte |
| 2007 | Treze | 11 | 0 | Perilima |
| 2007 | Treze | 11 | 0 | Perilima |
In [54]:
colunas = ['time_vencedor','placar_vencedor'] #['time_derrotado', 'placar_derrotado']
def cont_result(df):
return df[colunas].groupby(colunas[0]).count().sort_values(colunas[1], ascending=False)
display_side_by_side(cont_result(df_fim),cont_result(df))
| placar_vencedor | |
|---|---|
| time_vencedor | |
| Treze | 14 |
| Campinense | 12 |
| Botafogo | 7 |
| Auto Esporte | 3 |
| América FC (Caaporã) | 2 |
| Felipeia | 2 |
| Atletico CD (Cajazeiras) | 1 |
| Dolaport | 1 |
| Esporte | 1 |
| Esporte (Patos) | 1 |
| Nacional (Patos) | 1 |
| Palmeiras | 1 |
| placar_vencedor | |
|---|---|
| time_vencedor | |
| Treze | 8 |
| Campinense | 5 |
| Botafogo | 4 |
| América FC (Caaporã) | 1 |
| Atletico CD (Cajazeiras) | 1 |
| Esporte (Patos) | 1 |
| Felipeia | 1 |
| Nacional (Patos) | 1 |
IMPORTAÇÃO DE DADOS¶
PD.READ_CSV()¶
In [55]:
'http://transparencia.pb.gov.br/despesas/consultas-especificas/diarias'
df_csv = pd.read_csv('DiariasCredorLista.csv')
df_csv
Out[55]:
| DS_ORGAO | DS_CREDOR | VL_EMPENHO | Valor_Pago | VL_EMPENHO1 | VL_Pagamento1 | |
|---|---|---|---|---|---|---|
| 0 | TRIBUNAL DE CONTAS [020001] | ***.823.324-** NOBERTO MEDEIROS DE LUCENA | R$ 5.430,00 | R$ 1.530,00 | R$ 900.861,25 | R$ 911.263,64 |
| 1 | UNIVERSIDADE ESTADUAL DA PARAIBA [220401] | ***.415.574-** WALTER FABRICIO SILVA MARTINS | R$ 4.500,00 | R$ 4.500,00 | R$ 900.861,25 | R$ 911.263,64 |
| 2 | MINISTERIO PUBLICO [060001] | ***.573.784-** BERTRAND DE ARAUJO ASFORA | R$ 4.250,00 | R$ 4.250,00 | R$ 900.861,25 | R$ 911.263,64 |
| 3 | FUNDO ESPECIAL DO PODER JUDICIARIO [530001] | ***.788.064-** CARLOS MARTINS BELTRAO FILHO | R$ 4.188,65 | R$ 1.738,64 | R$ 900.861,25 | R$ 911.263,64 |
| 4 | TRIBUNAL DE CONTAS [020001] | ***.468.454-** ADRIANA FALCAO DO REGO TROCOLLI | R$ 3.900,00 | R$ 0,00 | R$ 900.861,25 | R$ 911.263,64 |
| 5 | TRIBUNAL DE CONTAS [020001] | ***.834.554-** ALCIMAR ALVES FRAGA | R$ 3.900,00 | R$ 0,00 | R$ 900.861,25 | R$ 911.263,64 |
| 6 | TRIBUNAL DE CONTAS [020001] | ***.740.714-** MANOEL ANTONIO DOS SANTOS NETO | R$ 3.825,00 | R$ 0,00 | R$ 900.861,25 | R$ 911.263,64 |
| 7 | TRIBUNAL DE CONTAS [020001] | ***.872.584-** MARCILIO TOSCANO FRANCA FILHO | R$ 3.825,00 | R$ 0,00 | R$ 900.861,25 | R$ 911.263,64 |
| 8 | TRIBUNAL DE CONTAS [020001] | ***.314.534-** GIORDANO SANTOS RODRIGUES | R$ 3.600,00 | R$ 3.600,00 | R$ 900.861,25 | R$ 911.263,64 |
| 9 | TRIBUNAL DE CONTAS [020001] | ***.443.314-** JOSEDILTON ALVES DINIZ | R$ 3.600,00 | R$ 3.600,00 | R$ 900.861,25 | R$ 911.263,64 |
| 10 | TRIBUNAL DE CONTAS [020001] | ***.976.074-** WILLO HERBERT PONTES PINHEIRO | R$ 3.600,00 | R$ 3.600,00 | R$ 900.861,25 | R$ 911.263,64 |
| 11 | SEC DE ESTADO DO TURISMO E DO DESENVOLVIMENTO ECONOMICO [210001] | ***.594.434-** LINDOLFO PIRES NETO | R$ 3.375,00 | R$ 3.375,00 | R$ 900.861,25 | R$ 911.263,64 |
| 12 | FUNDO ESPECIAL DO PODER JUDICIARIO [530001] | ***.463.584-** RUSIO LIMA DE MELO | R$ 3.329,32 | R$ 3.329,32 | R$ 900.861,25 | R$ 911.263,64 |
| 13 | TRIBUNAL DE CONTAS [020001] | ***.849.364-** JANILSON CAJU MARQUES | R$ 3.060,00 | R$ 3.060,00 | R$ 900.861,25 | R$ 911.263,64 |
| 14 | FUNDO ESPECIAL DO PODER JUDICIARIO [530001] | ***.372.944-** FALKANDRE DE SOUSA QUEIROZ | R$ 2.978,88 | R$ 3.679,79 | R$ 900.861,25 | R$ 911.263,64 |
| 15 | CODATA - CIA DE PROCESSAMENTO DE DADOS DA PARAIBA [190401] | ***.199.174-** CELIA REGINA ROCHA BARRETO | R$ 2.925,00 | R$ 1.560,00 | R$ 900.861,25 | R$ 911.263,64 |
| 16 | DEFENSORIA PUBLICA DO ESTADO DA PARAIBA [140001] | ***.033.874-** FRANCISCA DE FATIMA PEREIRA A DINIZ | R$ 2.800,00 | R$ 1.400,00 | R$ 900.861,25 | R$ 911.263,64 |
| 17 | FUNDO ESPECIAL DO PODER JUDICIARIO [530001] | ***.877.504-** EDUARDO JOSE DE CARVALHO SOARES | R$ 2.768,19 | R$ 1.977,28 | R$ 900.861,25 | R$ 911.263,64 |
| 18 | INSTITUTO DE METROLOGIA E QUALIDADE INDUST. DA PARAIBA [210401] | ***.043.334-** RIVALDO JERONIMO DOS SANTOS | R$ 2.655,00 | R$ 2.655,00 | R$ 900.861,25 | R$ 911.263,64 |
| 19 | INSTITUTO DE METROLOGIA E QUALIDADE INDUST. DA PARAIBA [210401] | ***.097.364-** VALTO BARBOSA DA SILVA JUNIOR | R$ 2.655,00 | R$ 2.655,00 | R$ 900.861,25 | R$ 911.263,64 |
| 20 | TRIBUNAL DE CONTAS [020001] | ***.558.574-** FERNANDO SOARES BORGES | R$ 2.600,00 | R$ 2.600,00 | R$ 900.861,25 | R$ 911.263,64 |
| 21 | UNIVERSIDADE ESTADUAL DA PARAIBA [220401] | ***.828.094-** ANTONIO EMILIANO SOBRINHO | R$ 2.600,00 | R$ 2.600,00 | R$ 900.861,25 | R$ 911.263,64 |
| 22 | AGENCIA EXECUTIVA DE GESTAO DAS AGUAS DO ESTADO DA PB [310801] | ***.466.884-** JOAO FERNANDES DA SILVA | R$ 2.535,00 | R$ 2.535,00 | R$ 900.861,25 | R$ 911.263,64 |
| 23 | MINISTERIO PUBLICO [060001] | ***.432.274-** ALCIDES LEITE DE AMORIM | R$ 2.362,50 | R$ 2.362,50 | R$ 900.861,25 | R$ 911.263,64 |
| 24 | TRIBUNAL DE CONTAS [020001] | ***.264.284-** EDER DIAS FERNANDES | R$ 2.340,00 | R$ 2.340,00 | R$ 900.861,25 | R$ 911.263,64 |
| 25 | TRIBUNAL DE CONTAS [020001] | ***.148.144-** LEONARDO HENRIQUE FREIRE RABAY | R$ 2.340,00 | R$ 2.340,00 | R$ 900.861,25 | R$ 911.263,64 |
| 26 | FUNDO ESPECIAL DO PODER JUDICIARIO [530001] | ***.007.014-** SERGIO BRITO LEAL | R$ 2.219,59 | R$ 749,26 | R$ 900.861,25 | R$ 911.263,64 |
| 27 | FUNDO ESPECIAL DO PODER JUDICIARIO [530001] | ***.928.984-** SERGIO SPENCER DE ANDRADE | R$ 2.219,59 | R$ 749,26 | R$ 900.861,25 | R$ 911.263,64 |
| 28 | TRIBUNAL DE CONTAS [020001] | ***.590.434-** OSCAR MAMEDE SANTIAGO MELO | R$ 2.125,00 | R$ 0,00 | R$ 900.861,25 | R$ 911.263,64 |
| 29 | FUNDO ESPECIAL DO PODER JUDICIARIO [530001] | ***.503.254-** JAILSON SHIZUE SUASSUNA | R$ 2.102,73 | R$ 1.927,50 | R$ 900.861,25 | R$ 911.263,64 |
| ... | ... | ... | ... | ... | ... | ... |
| 2778 | SECRETARIA DE ESTADO DA SAUDE [250001] | ***.973.274-** LINDINAR MARIA BANDEIRA | R$ 0,00 | R$ 50,00 | R$ 900.861,25 | R$ 911.263,64 |
| 2779 | SECRETARIA DE ESTADO DA SAUDE [250001] | ***.623.194-** MAGNOLIA DE FATIMA D DE ARAUJO | R$ 0,00 | R$ 840,00 | R$ 900.861,25 | R$ 911.263,64 |
| 2780 | SECRETARIA DE ESTADO DA SAUDE [250001] | ***.874.274-** MARIA DA CONCEICAO CARLOS CAMPOS | R$ 0,00 | R$ 160,00 | R$ 900.861,25 | R$ 911.263,64 |
| 2781 | SECRETARIA DE ESTADO DA SAUDE [250001] | ***.833.494-** MARIA JOSE DA SILVA | R$ 0,00 | R$ 0,00 | R$ 900.861,25 | R$ 911.263,64 |
| 2782 | SECRETARIA DE ESTADO DA SAUDE [250001] | ***.945.424-** PEDRO ALBERTO LACERDA RODRIGUES | R$ 0,00 | R$ 200,00 | R$ 900.861,25 | R$ 911.263,64 |
| 2783 | SECRETARIA DE ESTADO DA SAUDE [250001] | ***.514.134-** SHIRLENE QUEIROZ DE LIMA | R$ 0,00 | R$ 120,00 | R$ 900.861,25 | R$ 911.263,64 |
| 2784 | SECRETARIA DE ESTADO DA SAUDE [250001] | ***.470.074-** SILVANA MARIA GOMES TARGINO DE ALMEIDA | R$ 0,00 | R$ 160,00 | R$ 900.861,25 | R$ 911.263,64 |
| 2785 | SECRETARIA DE ESTADO DA SAUDE [250001] | ***.941.714-** THAIS GOMES FERREIRA NUNES | R$ 0,00 | R$ 160,00 | R$ 900.861,25 | R$ 911.263,64 |
| 2786 | SECRETARIA DE ESTADO DA SAUDE [250001] | ***.427.254-** THALITA ELIZIARIO M. MATIAS | R$ 0,00 | R$ 200,00 | R$ 900.861,25 | R$ 911.263,64 |
| 2787 | SECRETARIA DE ESTADO DO DESENVOLVIMENTO HUMANO [270001] | ***.558.234-** SEVERINO DOS RAMOS OLIVEIRA COSTA | R$ 0,00 | R$ 125,00 | R$ 900.861,25 | R$ 911.263,64 |
| 2788 | SUPERINTENDENCIA DE ADMINISTRACAO DO MEIO AMBIENTE [310501] | ***.190.804-** CARLOS LIMA DE SANTANA | R$ 0,00 | R$ 400,00 | R$ 900.861,25 | R$ 911.263,64 |
| 2789 | SUPERINTENDENCIA DE ADMINISTRACAO DO MEIO AMBIENTE [310501] | ***.587.424-** JACKSON DOUGLAS N SILVA | R$ 0,00 | R$ 50,00 | R$ 900.861,25 | R$ 911.263,64 |
| 2790 | SUPERINTENDENCIA DE ADMINISTRACAO DO MEIO AMBIENTE [310501] | ***.124.294-** PRISCILA MARSICANO SOARES | R$ 0,00 | R$ 320,00 | R$ 900.861,25 | R$ 911.263,64 |
| 2791 | TRIBUNAL DE CONTAS [020001] | ***.967.164-** LUIZ HENRIQUE DOS SANTOS | R$ 0,00 | R$ 9.600,00 | R$ 900.861,25 | R$ 911.263,64 |
| 2792 | UNIVERSIDADE ESTADUAL DA PARAIBA [220401] | ***.788.168-** ABIGAIL FREGNI LINS | R$ 0,00 | R$ 1.800,00 | R$ 900.861,25 | R$ 911.263,64 |
| 2793 | UNIVERSIDADE ESTADUAL DA PARAIBA [220401] | ***.779.424-** ADAILTON VASCONCELOS JUNIOR | R$ 0,00 | R$ 1.650,00 | R$ 900.861,25 | R$ 911.263,64 |
| 2794 | UNIVERSIDADE ESTADUAL DA PARAIBA [220401] | ***.564.674-** ANA CLAUDIA DANTAS DE MEDEIROS | R$ 0,00 | R$ 1.121,00 | R$ 900.861,25 | R$ 911.263,64 |
| 2795 | UNIVERSIDADE ESTADUAL DA PARAIBA [220401] | ***.529.707-** ANDRE LUIZ MACHADO PESSANHA | R$ 0,00 | R$ 531,00 | R$ 900.861,25 | R$ 911.263,64 |
| 2796 | UNIVERSIDADE ESTADUAL DA PARAIBA [220401] | ***.675.154-** ANNAMARIA LAURENTINO TEODOSIO | R$ 0,00 | R$ 1.650,00 | R$ 900.861,25 | R$ 911.263,64 |
| 2797 | UNIVERSIDADE ESTADUAL DA PARAIBA [220401] | ***.443.470-** JOSELINE MOLOZZI | R$ 0,00 | R$ 531,00 | R$ 900.861,25 | R$ 911.263,64 |
| 2798 | UNIVERSIDADE ESTADUAL DA PARAIBA [220401] | ***.920.734-** KELINA BERNARDO SILVA | R$ 0,00 | R$ 65,00 | R$ 900.861,25 | R$ 911.263,64 |
| 2799 | UNIVERSIDADE ESTADUAL DA PARAIBA [220401] | ***.262.481-** LUAN DOS SANTOS MACHADO | R$ 0,00 | R$ 1.650,00 | R$ 900.861,25 | R$ 911.263,64 |
| 2800 | UNIVERSIDADE ESTADUAL DA PARAIBA [220401] | ***.653.244-** SANDRA MONIQUE BEZERRA DE BRITO | R$ 0,00 | R$ 1.650,00 | R$ 900.861,25 | R$ 911.263,64 |
| 2801 | UNIVERSIDADE ESTADUAL DA PARAIBA [220401] | ***.231.864-** THELMA LUCIA PEREIRA DIAS | R$ 0,00 | R$ 354,00 | R$ 900.861,25 | R$ 911.263,64 |
| 2802 | POLICIA MILITAR DO ESTADO [150001] | ***.043.654-** DEMETRIUS ANTONIO RODRIGUES DAS NEVES | (R$ 120,00) | (R$ 120,00) | R$ 900.861,25 | R$ 911.263,64 |
| 2803 | POLICIA MILITAR DO ESTADO [150001] | ***.674.144-** JOSE BORGES SOBRINHO NETO | (R$ 120,00) | (R$ 120,00) | R$ 900.861,25 | R$ 911.263,64 |
| 2804 | POLICIA MILITAR DO ESTADO [150001] | ***.215.964-** SUZANA WALDENICE DA PAZ SOBRAL | (R$ 120,00) | (R$ 120,00) | R$ 900.861,25 | R$ 911.263,64 |
| 2805 | FUNDACAO ESPACO CULTURAL DA PARAIBA [220101] | ***.417.144-** CYBELLE MACEDO NUNES | (R$ 240,00) | R$ 720,00 | R$ 900.861,25 | R$ 911.263,64 |
| 2806 | FUNDO ESPECIAL DO PODER JUDICIARIO [530001] | ***.396.234-** PAULO RICARDO COSTA DA SILVA | (R$ 320,46) | R$ 801,13 | R$ 900.861,25 | R$ 911.263,64 |
| 2807 | TRIBUNAL DE CONTAS [020001] | ***.681.304-** EDUARDO FERREIRA DE ALBUQUERQUE | (R$ 2.520,00) | (R$ 2.520,00) | R$ 900.861,25 | R$ 911.263,64 |
2808 rows × 6 columns
In [56]:
df_csv['Valor_Pago'] = df_csv['Valor_Pago'].apply(lambda x: float(x.strip(')')[3:].replace('.','').replace(',','.')))
df_csv.sort_values('Valor_Pago',ascending=False)
Out[56]:
| DS_ORGAO | DS_CREDOR | VL_EMPENHO | Valor_Pago | VL_EMPENHO1 | VL_Pagamento1 | |
|---|---|---|---|---|---|---|
| 2791 | TRIBUNAL DE CONTAS [020001] | ***.967.164-** LUIZ HENRIQUE DOS SANTOS | R$ 0,00 | 9600.00 | R$ 900.861,25 | R$ 911.263,64 |
| 2728 | FUNDO ESPECIAL DO PODER JUDICIARIO [530001] | ***.935.284-** JOSE AURELIO DA CRUZ | R$ 0,00 | 6915.92 | R$ 900.861,25 | R$ 911.263,64 |
| 2730 | FUNDO ESPECIAL DO PODER JUDICIARIO [530001] | ***.785.304-** JOSE HERBERT LUNA LISBOA | R$ 0,00 | 6153.42 | R$ 900.861,25 | R$ 911.263,64 |
| 1 | UNIVERSIDADE ESTADUAL DA PARAIBA [220401] | ***.415.574-** WALTER FABRICIO SILVA MARTINS | R$ 4.500,00 | 4500.00 | R$ 900.861,25 | R$ 911.263,64 |
| 2 | MINISTERIO PUBLICO [060001] | ***.573.784-** BERTRAND DE ARAUJO ASFORA | R$ 4.250,00 | 4250.00 | R$ 900.861,25 | R$ 911.263,64 |
| 2741 | FUNDO ESPECIAL DO PODER JUDICIARIO [530001] | ***.476.794-** RICARDO DA COSTA FREITAS | R$ 0,00 | 3954.56 | R$ 900.861,25 | R$ 911.263,64 |
| 2743 | FUNDO ESPECIAL DO PODER JUDICIARIO [530001] | ***.628.134-** SILMARY ALVES DE QUEIROGA | R$ 0,00 | 3954.56 | R$ 900.861,25 | R$ 911.263,64 |
| 14 | FUNDO ESPECIAL DO PODER JUDICIARIO [530001] | ***.372.944-** FALKANDRE DE SOUSA QUEIROZ | R$ 2.978,88 | 3679.79 | R$ 900.861,25 | R$ 911.263,64 |
| 48 | FUNDO ESPECIAL DO PODER JUDICIARIO [530001] | ***.323.784-** LILIAN FRASSINETTI C CANANEA | R$ 1.779,55 | 3613.64 | R$ 900.861,25 | R$ 911.263,64 |
| 10 | TRIBUNAL DE CONTAS [020001] | ***.976.074-** WILLO HERBERT PONTES PINHEIRO | R$ 3.600,00 | 3600.00 | R$ 900.861,25 | R$ 911.263,64 |
| 8 | TRIBUNAL DE CONTAS [020001] | ***.314.534-** GIORDANO SANTOS RODRIGUES | R$ 3.600,00 | 3600.00 | R$ 900.861,25 | R$ 911.263,64 |
| 9 | TRIBUNAL DE CONTAS [020001] | ***.443.314-** JOSEDILTON ALVES DINIZ | R$ 3.600,00 | 3600.00 | R$ 900.861,25 | R$ 911.263,64 |
| 11 | SEC DE ESTADO DO TURISMO E DO DESENVOLVIMENTO ECONOMICO [210001] | ***.594.434-** LINDOLFO PIRES NETO | R$ 3.375,00 | 3375.00 | R$ 900.861,25 | R$ 911.263,64 |
| 12 | FUNDO ESPECIAL DO PODER JUDICIARIO [530001] | ***.463.584-** RUSIO LIMA DE MELO | R$ 3.329,32 | 3329.32 | R$ 900.861,25 | R$ 911.263,64 |
| 13 | TRIBUNAL DE CONTAS [020001] | ***.849.364-** JANILSON CAJU MARQUES | R$ 3.060,00 | 3060.00 | R$ 900.861,25 | R$ 911.263,64 |
| 18 | INSTITUTO DE METROLOGIA E QUALIDADE INDUST. DA PARAIBA [210401] | ***.043.334-** RIVALDO JERONIMO DOS SANTOS | R$ 2.655,00 | 2655.00 | R$ 900.861,25 | R$ 911.263,64 |
| 19 | INSTITUTO DE METROLOGIA E QUALIDADE INDUST. DA PARAIBA [210401] | ***.097.364-** VALTO BARBOSA DA SILVA JUNIOR | R$ 2.655,00 | 2655.00 | R$ 900.861,25 | R$ 911.263,64 |
| 21 | UNIVERSIDADE ESTADUAL DA PARAIBA [220401] | ***.828.094-** ANTONIO EMILIANO SOBRINHO | R$ 2.600,00 | 2600.00 | R$ 900.861,25 | R$ 911.263,64 |
| 20 | TRIBUNAL DE CONTAS [020001] | ***.558.574-** FERNANDO SOARES BORGES | R$ 2.600,00 | 2600.00 | R$ 900.861,25 | R$ 911.263,64 |
| 22 | AGENCIA EXECUTIVA DE GESTAO DAS AGUAS DO ESTADO DA PB [310801] | ***.466.884-** JOAO FERNANDES DA SILVA | R$ 2.535,00 | 2535.00 | R$ 900.861,25 | R$ 911.263,64 |
| 2807 | TRIBUNAL DE CONTAS [020001] | ***.681.304-** EDUARDO FERREIRA DE ALBUQUERQUE | (R$ 2.520,00) | 2520.00 | R$ 900.861,25 | R$ 911.263,64 |
| 23 | MINISTERIO PUBLICO [060001] | ***.432.274-** ALCIDES LEITE DE AMORIM | R$ 2.362,50 | 2362.50 | R$ 900.861,25 | R$ 911.263,64 |
| 24 | TRIBUNAL DE CONTAS [020001] | ***.264.284-** EDER DIAS FERNANDES | R$ 2.340,00 | 2340.00 | R$ 900.861,25 | R$ 911.263,64 |
| 25 | TRIBUNAL DE CONTAS [020001] | ***.148.144-** LEONARDO HENRIQUE FREIRE RABAY | R$ 2.340,00 | 2340.00 | R$ 900.861,25 | R$ 911.263,64 |
| 2726 | FUNDO ESPECIAL DO PODER JUDICIARIO [530001] | ***.446.804-** ILKA DE LOURDES COUTINHO COSTA | R$ 0,00 | 2254.56 | R$ 900.861,25 | R$ 911.263,64 |
| 41 | DEFENSORIA PUBLICA DO ESTADO DA PARAIBA [140001] | ***.931.604-** MARIA MADALENA ABRANTES SILVA | R$ 1.800,00 | 2250.00 | R$ 900.861,25 | R$ 911.263,64 |
| 2663 | DEFENSORIA PUBLICA DO ESTADO DA PARAIBA [140001] | ***.290.084-** GERALDO LINS RABELLO SOBRINHO | R$ 0,00 | 2250.00 | R$ 900.861,25 | R$ 911.263,64 |
| 30 | UNIVERSIDADE ESTADUAL DA PARAIBA [220401] | ***.411.944-** ANA ALICE RODRIGUES SOBREIRA | R$ 2.015,00 | 2015.00 | R$ 900.861,25 | R$ 911.263,64 |
| 2641 | ASSEMBLEIA LEGISLATIVA [010001] | ***.035.314-** ESTELIZABEL BEZERRA DE SOUZA | R$ 0,00 | 2000.00 | R$ 900.861,25 | R$ 911.263,64 |
| 762 | UNIVERSIDADE ESTADUAL DA PARAIBA [220401] | ***.076.328-** MARIA DAS GRACAS FERNANDES | R$ 350,00 | 2000.00 | R$ 900.861,25 | R$ 911.263,64 |
| ... | ... | ... | ... | ... | ... | ... |
| 624 | EMATER - EMP. DE ASSISTENCIA TECNICA E EXTENCAO RURAL [320101] | ***.642.144-** GEILSON DIAS DOS SANTOS | R$ 400,00 | 0.00 | R$ 900.861,25 | R$ 911.263,64 |
| 622 | EMATER - EMP. DE ASSISTENCIA TECNICA E EXTENCAO RURAL [320101] | ***.464.954-** FRANCISCO DE ASSIS BERNARDINO | R$ 400,00 | 0.00 | R$ 900.861,25 | R$ 911.263,64 |
| 2571 | FUNDO ESPECIAL DO PODER JUDICIARIO [530001] | ***.962.504-** ELIGIDERIO GADELHA DE LIMA | R$ 37,95 | 0.00 | R$ 900.861,25 | R$ 911.263,64 |
| 620 | EMATER - EMP. DE ASSISTENCIA TECNICA E EXTENCAO RURAL [320101] | ***.628.164-** ELY MARTINS DE LIMA | R$ 400,00 | 0.00 | R$ 900.861,25 | R$ 911.263,64 |
| 619 | EMATER - EMP. DE ASSISTENCIA TECNICA E EXTENCAO RURAL [320101] | ***.637.274-** ELIAS BORJA DE FREITAS SOBRINHO | R$ 400,00 | 0.00 | R$ 900.861,25 | R$ 911.263,64 |
| 1066 | SECRETARIA DE ESTADO DA ADMINISTRACAO PENITENCIARIA [240001] | ***.236.224-** ADRIANO CAVALCANTI DE OLIVEIRA | R$ 225,00 | 0.00 | R$ 900.861,25 | R$ 911.263,64 |
| 617 | EMATER - EMP. DE ASSISTENCIA TECNICA E EXTENCAO RURAL [320101] | ***.402.454-** CLODOALDO EZEQUIEL FERNANDES | R$ 400,00 | 0.00 | R$ 900.861,25 | R$ 911.263,64 |
| 615 | EMATER - EMP. DE ASSISTENCIA TECNICA E EXTENCAO RURAL [320101] | ***.056.794-** ARISTARCO DIAS DE ARAUJO FILHO | R$ 400,00 | 0.00 | R$ 900.861,25 | R$ 911.263,64 |
| 46 | TRIBUNAL DE CONTAS [020001] | ***.648.944-** OTACILIO BATISTA DE SOUSA NETO | R$ 1.800,00 | 0.00 | R$ 900.861,25 | R$ 911.263,64 |
| 1098 | SECRETARIA DE ESTADO DA EDUCACAO [220001] | ***.576.664-** SIVANILDO ALVES DE LIMA | R$ 225,00 | 0.00 | R$ 900.861,25 | R$ 911.263,64 |
| 1099 | SECRETARIA DE ESTADO DA EDUCACAO [220001] | ***.973.094-** VICENTE DE VASCONCELOS SANTIAGO | R$ 225,00 | 0.00 | R$ 900.861,25 | R$ 911.263,64 |
| 630 | EMATER - EMP. DE ASSISTENCIA TECNICA E EXTENCAO RURAL [320101] | ***.061.264-** JOSE PEREIRA DA SILVA FILHO | R$ 400,00 | 0.00 | R$ 900.861,25 | R$ 911.263,64 |
| 2714 | FUNDO DE DESENVOLVIMENTO AGROPECUARIO DO ESTADO DA PB [680001] | ***.534.654-** VERONICA DE OLIVEIRA SANTOS | R$ 0,00 | 0.00 | R$ 900.861,25 | R$ 911.263,64 |
| 2713 | FUND DESENV CRIANCA E ADOLESCENTE ALICE ALMEIDA [270101] | ***.040.064-** NILSON SABINO DOS SANTOS | R$ 0,00 | 0.00 | R$ 900.861,25 | R$ 911.263,64 |
| 700 | SUPERINTENDENCIA DE ADMINISTRACAO DO MEIO AMBIENTE [310501] | ***.682.304-** DANIELE DE CARVALHO COUTINHO | R$ 400,00 | 0.00 | R$ 900.861,25 | R$ 911.263,64 |
| 706 | SUPERINTENDENCIA DE ADMINISTRACAO DO MEIO AMBIENTE [310501] | ***.559.974-** RAYME DE BARROS BRAGA | R$ 400,00 | 0.00 | R$ 900.861,25 | R$ 911.263,64 |
| 705 | SUPERINTENDENCIA DE ADMINISTRACAO DO MEIO AMBIENTE [310501] | ***.008.254-** MARIA JOSE DE SOUZA ARAUJO | R$ 400,00 | 0.00 | R$ 900.861,25 | R$ 911.263,64 |
| 703 | SUPERINTENDENCIA DE ADMINISTRACAO DO MEIO AMBIENTE [310501] | ***.737.464-** JOSE FAGNER DE OLIVEIRA LIMA | R$ 400,00 | 0.00 | R$ 900.861,25 | R$ 911.263,64 |
| 702 | SUPERINTENDENCIA DE ADMINISTRACAO DO MEIO AMBIENTE [310501] | ***.902.714-** FERNANDO GOMES DA SILVA | R$ 400,00 | 0.00 | R$ 900.861,25 | R$ 911.263,64 |
| 1946 | FUNDO ESPECIAL DO PODER JUDICIARIO [530001] | ***.007.491-** LAION MURIEL VIANA DE AZEVEDO LIRA | R$ 97,73 | 0.00 | R$ 900.861,25 | R$ 911.263,64 |
| 1945 | FUNDO ESPECIAL DO PODER JUDICIARIO [530001] | ***.571.914-** JOSENILSON ALBUQUERQUE MONTEIRO DE SOUZA | R$ 97,73 | 0.00 | R$ 900.861,25 | R$ 911.263,64 |
| 699 | SUPERINTENDENCIA DE ADMINISTRACAO DO MEIO AMBIENTE [310501] | ***.216.064-** DAMIAO GOMES ALVINO | R$ 400,00 | 0.00 | R$ 900.861,25 | R$ 911.263,64 |
| 2215 | FUNDO ESPECIAL DO PODER JUDICIARIO [530001] | ***.522.924-** JOEL GOMES DA SILVA | R$ 62,73 | 0.00 | R$ 900.861,25 | R$ 911.263,64 |
| 698 | SUPERINTENDENCIA DE ADMINISTRACAO DO MEIO AMBIENTE [310501] | ***.358.244-** ALLISSON LACERDA DA SILVA | R$ 400,00 | 0.00 | R$ 900.861,25 | R$ 911.263,64 |
| 1943 | FUNDO ESPECIAL DO PODER JUDICIARIO [530001] | ***.084.084-** JAQUELINE BARBOSA CORREIA | R$ 97,73 | 0.00 | R$ 900.861,25 | R$ 911.263,64 |
| 697 | SECRETARIA DE ESTADO DO DESENVOLVIMENTO HUMANO [270001] | ***.263.644-** ROSE SOARES DE ARAUJO | R$ 400,00 | 0.00 | R$ 900.861,25 | R$ 911.263,64 |
| 694 | SECRETARIA DE ESTADO DO DESENVOLVIMENTO HUMANO [270001] | ***.343.004-** FRANCINALDA PEREIRA DA SILVA | R$ 400,00 | 0.00 | R$ 900.861,25 | R$ 911.263,64 |
| 634 | EMATER - EMP. DE ASSISTENCIA TECNICA E EXTENCAO RURAL [320101] | ***.648.234-** NILSON DE BRITO LIRA | R$ 400,00 | 0.00 | R$ 900.861,25 | R$ 911.263,64 |
| 631 | EMATER - EMP. DE ASSISTENCIA TECNICA E EXTENCAO RURAL [320101] | ***.699.724-** JUSCELINO CORREIA DE ARAUJO | R$ 400,00 | 0.00 | R$ 900.861,25 | R$ 911.263,64 |
| 1091 | SECRETARIA DE ESTADO DA EDUCACAO [220001] | ***.531.514-** MARCELO DE SOUSA BARBOSA | R$ 225,00 | 0.00 | R$ 900.861,25 | R$ 911.263,64 |
2808 rows × 6 columns
In [57]:
import os
'CSV'
'https://www.portaldatransparencia.gov.br/downloads/servidores.asp'
df_federais = pd.read_csv('20170630_Cadastro.csv',
sep='\t',
encoding='latin1')
print('Tamanho Arquivo mb:', os.stat('20170630_Cadastro.csv').st_size/(1024*1024))
df_federais.info()
C:\Users\Alberto\Anaconda3\lib\site-packages\IPython\core\interactiveshell.py:2717: DtypeWarning: Columns (10,12,23,25) have mixed types. Specify dtype option on import or set low_memory=False. interactivity=interactivity, compiler=compiler, result=result)
Tamanho Arquivo mb: 365.5252351760864 <class 'pandas.core.frame.DataFrame'> RangeIndex: 808200 entries, 0 to 808199 Data columns (total 42 columns): Id_SERVIDOR_PORTAL 808200 non-null int64 NOME 808200 non-null object CPF 808200 non-null object MATRICULA 808200 non-null object DESCRICAO_CARGO 645790 non-null object CLASSE_CARGO 631339 non-null object REFERENCIA_CARGO 0 non-null float64 PADRAO_CARGO 423967 non-null object NIVEL_CARGO 207199 non-null float64 SIGLA_FUNCAO 104804 non-null object NIVEL_FUNCAO 104804 non-null object FUNCAO 104804 non-null object CODIGO_ATIVIDADE 104745 non-null object ATIVIDADE 104745 non-null object OPCAO_PARCIAL 32989 non-null object COD_UORG_LOTACAO 681268 non-null float64 UORG_LOTACAO 681268 non-null object COD_ORG_LOTACAO 808200 non-null int64 ORG_LOTACAO 808200 non-null object COD_ORGSUP_LOTACAO 808200 non-null int64 ORGSUP_LOTACAO 808200 non-null object COD_UORG_EXERCICIO 640449 non-null float64 UORG_EXERCICIO 640449 non-null object COD_ORG_EXERCICIO 808200 non-null object ORG_EXERCICIO 808200 non-null object COD_ORGSUP_EXERCICIO 808200 non-null object ORGSUP_EXERCICIO 808200 non-null object TIPO_VINCULO 808200 non-null int64 SITUACAO_VINCULO 808200 non-null object DATA_INICIO_AFASTAMENTO 808200 non-null object DATA_TERMINO_AFASTAMENTO 808200 non-null object REGIME_JURIDICO 808200 non-null object JORNADA_DE_TRABALHO 808200 non-null object DATA_INGRESSO_CARGOFUNCAO 750594 non-null object DATA_NOMEACAO_CARGOFUNCAO 0 non-null float64 DATA_INGRESSO_ORGAO 805763 non-null object DOCUMENTO_INGRESSO_SERVICOPUBLICO 763211 non-null object DATA_DIPLOMA_INGRESSO_SERVICOPUBLICO 808200 non-null object DIPLOMA_INGRESSO_CARGOFUNCAO 0 non-null float64 DIPLOMA_INGRESSO_ORGAO 805780 non-null object DIPLOMA_INGRESSO_SERVICOPUBLICO 760962 non-null object UF_EXERCICIO 618427 non-null object dtypes: float64(6), int64(4), object(32) memory usage: 259.0+ MB
In [58]:
df_federais
Out[58]:
| Id_SERVIDOR_PORTAL | NOME | CPF | MATRICULA | DESCRICAO_CARGO | CLASSE_CARGO | REFERENCIA_CARGO | PADRAO_CARGO | NIVEL_CARGO | SIGLA_FUNCAO | NIVEL_FUNCAO | FUNCAO | CODIGO_ATIVIDADE | ATIVIDADE | OPCAO_PARCIAL | COD_UORG_LOTACAO | UORG_LOTACAO | COD_ORG_LOTACAO | ORG_LOTACAO | COD_ORGSUP_LOTACAO | ORGSUP_LOTACAO | COD_UORG_EXERCICIO | UORG_EXERCICIO | COD_ORG_EXERCICIO | ORG_EXERCICIO | COD_ORGSUP_EXERCICIO | ORGSUP_EXERCICIO | TIPO_VINCULO | SITUACAO_VINCULO | DATA_INICIO_AFASTAMENTO | DATA_TERMINO_AFASTAMENTO | REGIME_JURIDICO | JORNADA_DE_TRABALHO | DATA_INGRESSO_CARGOFUNCAO | DATA_NOMEACAO_CARGOFUNCAO | DATA_INGRESSO_ORGAO | DOCUMENTO_INGRESSO_SERVICOPUBLICO | DATA_DIPLOMA_INGRESSO_SERVICOPUBLICO | DIPLOMA_INGRESSO_CARGOFUNCAO | DIPLOMA_INGRESSO_ORGAO | DIPLOMA_INGRESSO_SERVICOPUBLICO | UF_EXERCICIO | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1000000 | PAULO MARTINS SOARES | ***.787.200-** | 002**** | NaN | NaN | NaN | NaN | NaN | FG | 0004 | FUNCAO GRATIFICADA - IFES | 0033 | COORDENADOR | NaN | 2.643600e+13 | PL-DIRGER - DIRETORIA GERAL DO CAMPUS PE | 26436 | INSTITUTO FEDERAL SUL RIO-GRANDENSE | 15000 | MINISTERIO DA EDUCACAO | 2.643600e+13 | PL-COPEG - COORDENADORIA DE EDITORAÇÃO G | 26436 | INSTITUTO FEDERAL SUL RIO-GRANDENSE | 15000 | MINISTERIO DA EDUCACAO | 1 | ATIVO PERMANENTE | Não informada | Não informada | REGIME JURIDICO UNICO | 40 HORAS SEMANAIS | 01/05/2016 | NaN | 29/12/2008 | 000046/92 | 22/01/1992 | NaN | LEI | PORTARIA | RS |
| 1 | 1000000 | PAULO MARTINS SOARES | ***.787.200-** | 002**** | TECNICO EM ARTES GRAFICAS | D | NaN | 415 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 2.643600e+13 | PL-DIRGER - DIRETORIA GERAL DO CAMPUS PE | 26436 | INSTITUTO FEDERAL SUL RIO-GRANDENSE | 15000 | MINISTERIO DA EDUCACAO | 2.643600e+13 | PL-COPEG - COORDENADORIA DE EDITORAÇÃO G | 26436 | INSTITUTO FEDERAL SUL RIO-GRANDENSE | 15000 | MINISTERIO DA EDUCACAO | 2 | ATIVO PERMANENTE | Não informada | Não informada | REGIME JURIDICO UNICO | 40 HORAS SEMANAIS | 01/03/2005 | NaN | 29/12/2008 | 000046/92 | 22/01/1992 | NaN | LEI | PORTARIA | NaN |
| 2 | 1000001 | ANALIA BATISTA | ***.600.796-** | 006**** | ASSISTENTE EM CIENCIA E TECNOLOGIA | R | NaN | III | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 4.030100e+13 | SEÇÃO FINANCEIRA E CONTÁBIL | 40301 | COMISSAO NACIONAL DE ENERGIA NUCLEAR | 40108 | MINIST.DA CIENCIA, TECNOLOGIA E INOVACAO | 4.030100e+13 | SEÇÃO FINANCEIRA E CONTÁBIL | 40301 | COMISSAO NACIONAL DE ENERGIA NUCLEAR | 40108 | MINIST.DA CIENCIA, TECNOLOGIA E INOVACAO | 2 | ATIVO PERMANENTE | Não informada | Não informada | REGIME JURIDICO UNICO | 40 HORAS SEMANAIS | 30/06/2000 | NaN | 20/08/1979 | 000000001 | 20/08/1979 | NaN | PORTARIA | PORTARIA | MG |
| 3 | 1000002 | ARY DE NOROES FILHO | ***.124.863-** | 005**** | AGENTE DE SAUDE PUBLICA | S | NaN | III | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 2.500000e+13 | SUS/MUNICIPAL - PI | 25000 | MINISTERIO DA SAUDE | 25000 | MINISTERIO DA SAUDE | NaN | NaN | 99991 | ESTADOS / MUNICIPIOS / EMPRESAS | 99991 | ESTADOS / MUNICIPIOS / EMPRESAS | 2 | CEDIDO SUS/LEI 8270 | Não informada | Não informada | REGIME JURIDICO UNICO | 40 HORAS SEMANAIS | 01/03/2006 | NaN | 29/06/2010 | 000000324 | 01/06/1983 | NaN | PORTARIA | PORTARIA | NaN |
| 4 | 1000003 | EDUARDO BRUNO OLIVEIRA | ***.243.821-** | 015**** | ANALISTA-A | A | NaN | NaN | 6.0 | NaN | NaN | NaN | NaN | NaN | NaN | 2.220200e+13 | CENTRO DE PESC.AGROPECUARIA DOS CERRADOS | 22202 | EMPRESA BRASILEIRA DE PESQ. AGROPECUARIA | 13000 | MINIST.DA AGRICULTURA,PECUARIA E ABAST. | NaN | NaN | 22202 | EMPRESA BRASILEIRA DE PESQ. AGROPECUARIA | 13000 | MINIST.DA AGRICULTURA,PECUARIA E ABAST. | 2 | CELETISTA/EMPREGADO | Não informada | Não informada | CONSOLIDACAO DAS LEIS DO TRABALHO | 40 HORAS SEMANAIS | 01/07/2015 | NaN | 03/04/2007 | SN | 03/04/2007 | NaN | CARTA | CARTA | DF |
| 5 | 1000004 | MOISES ALBERTO CALLE AGUIRRE | ***.122.446-** | 016**** | PROFESSOR DO MAGISTERIO SUPERIOR | 7 | NaN | NaN | 701.0 | NaN | NaN | NaN | NaN | NaN | NaN | 2.624300e+13 | DEPTO DE DEMOGRAFIA E CIENCIAS ATUARIAIS | 26243 | UNIVERSIDADE FED. DO RIO GRANDE DO NORTE | 15000 | MINISTERIO DA EDUCACAO | 2.624300e+13 | DEPTO DE DEMOGRAFIA E CIENCIAS ATUARIAIS | 26243 | UNIVERSIDADE FED. DO RIO GRANDE DO NORTE | 15000 | MINISTERIO DA EDUCACAO | 2 | ATIVO PERMANENTE | Não informada | Não informada | REGIME JURIDICO UNICO | DEDICACAO EXCLUSIVA | 01/03/2013 | NaN | 13/03/2009 | 128 | 13/03/2009 | NaN | PORTARIA | PORTARIA | RN |
| 6 | 1000005 | LAURA JANAINA DIAS AMATO | ***.761.819-** | 014**** | PROFESSOR DO MAGISTERIO SUPERIOR | 6 | NaN | NaN | 603.0 | NaN | NaN | NaN | NaN | NaN | NaN | 2.626700e+13 | INSTITUTO LATINO-AMERICANO DE ARTE, CULT | 26267 | UNIV.FED. DA INTEGRACAO LATINO-AMERICANA | 15000 | MINISTERIO DA EDUCACAO | 2.626700e+13 | INSTITUTO LATINO-AMERICANO DE ARTE, CULT | 26267 | UNIV.FED. DA INTEGRACAO LATINO-AMERICANA | 15000 | MINISTERIO DA EDUCACAO | 2 | ATIVO PERMANENTE | Não informada | Não informada | REGIME JURIDICO UNICO | DEDICACAO EXCLUSIVA | 01/03/2013 | NaN | 12/01/2010 | 5244 | 21/05/2004 | NaN | PORTARIA | PORTARIA | PR |
| 7 | 1000010 | DANIELLE CHAVES GONCALVES TAVARES | ***.956.267-** | 021**** | TEC EM SEGURANCA DO TRABALHO | D | NaN | 202 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 2.624500e+13 | PRO-REITORIA DE PESSOAL | 26245 | UNIVERSIDADE FEDERAL DO RIO DE JANEIRO | 15000 | MINISTERIO DA EDUCACAO | 2.624500e+13 | Coordenação de Políticas de Saúde | 26245 | UNIVERSIDADE FEDERAL DO RIO DE JANEIRO | 15000 | MINISTERIO DA EDUCACAO | 2 | ATIVO PERMANENTE | Não informada | Não informada | REGIME JURIDICO UNICO | 40 HORAS SEMANAIS | 23/02/2015 | NaN | 10/12/2014 | 492 | 28/01/2015 | NaN | PROCESSO | PORTARIA | RJ |
| 8 | 1000011 | JOSE EDSON CESAR DE ALBUQUERQUE | ***.519.384-** | 001**** | AGENTE DE POL FEDERAL CLASSE ESPECIAL | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 20115 | DEPARTAMENTO DE POLICIA FEDERAL | 20000 | MINISTERIO DA JUSTICA | NaN | NaN | 20115 | DEPARTAMENTO DE POLICIA FEDERAL | 20000 | MINISTERIO DA JUSTICA | 2 | ATIVO PERMANENTE | Não informada | Não informada | REGIME JURIDICO UNICO | 40 HORAS SEMANAIS | 01/07/2012 | NaN | 05/06/2007 | 910/MJ | 07/01/1986 | NaN | PORTARIA | PORTARIA | NaN |
| 9 | 1000012 | CINTIA FLORENCIO ALVES | ***.326.633-** | 018**** | ESCRIVAO DE POLICIA FEDERAL 2A CLASSE | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 20115 | DEPARTAMENTO DE POLICIA FEDERAL | 20000 | MINISTERIO DA JUSTICA | NaN | NaN | 20115 | DEPARTAMENTO DE POLICIA FEDERAL | 20000 | MINISTERIO DA JUSTICA | 2 | ATIVO PERMANENTE | Não informada | Não informada | REGIME JURIDICO UNICO | 40 HORAS SEMANAIS | 01/08/2013 | NaN | 22/07/2010 | 1236 | 22/07/2010 | NaN | PORTARIA | PORTARIA | NaN |
| 10 | 1000015 | ANA CRISTINA PINTO REIS | ***.812.017-** | 015**** | AUDITOR FISCAL FEDERAL AGROPECUARIO | S | NaN | I | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 1.300000e+13 | SUP FED AGRIC PEC ABAST EST R JANEIRO-RJ | 13000 | MINIST.DA AGRICULTURA,PECUARIA E ABAST. | 13000 | MINIST.DA AGRICULTURA,PECUARIA E ABAST. | 1.300000e+13 | DIV POL PROD DES AGROPECUARIO-RJ | 13000 | MINIST.DA AGRICULTURA,PECUARIA E ABAST. | 13000 | MINIST.DA AGRICULTURA,PECUARIA E ABAST. | 2 | ATIVO PERMANENTE | Não informada | Não informada | REGIME JURIDICO UNICO | 40 HORAS SEMANAIS | 01/08/2016 | NaN | 24/05/2007 | 92 | 24/05/2007 | NaN | PORTARIA | PORTARIA | RJ |
| 11 | 1000016 | ELIANE PAVESI BARRETO SOARES | ***.834.277-** | 006**** | TECNICO | M | NaN | III | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 4.030100e+13 | SERV TECN QUIMICA MATERIAIS E AMBIENTAL | 40301 | COMISSAO NACIONAL DE ENERGIA NUCLEAR | 40108 | MINIST.DA CIENCIA, TECNOLOGIA E INOVACAO | 4.030100e+13 | SERV TECN QUIMICA MATERIAIS E AMBIENTAL | 40301 | COMISSAO NACIONAL DE ENERGIA NUCLEAR | 40108 | MINIST.DA CIENCIA, TECNOLOGIA E INOVACAO | 2 | ATIVO PERMANENTE | Não informada | Não informada | REGIME JURIDICO UNICO | 40 HORAS SEMANAIS | 13/01/1988 | NaN | 13/01/1988 | 00 | 01/04/1987 | NaN | CONTRATO | CONTRATO | RJ |
| 12 | 1000017 | JORGE LUIZ DE OLIVEIRA VIEIRA | ***.370.454-** | 021**** | ASSISTENTE ADMINISTRATIVO - 40H | M | NaN | NaN | 101.0 | NaN | NaN | NaN | NaN | NaN | NaN | 2.644302e+13 | HOSPITAL UNIV PROF ALBERTO ANTUNES | 26443 | EMPRESA BRAS. DE SERVICOS HOSPITALARES | 15000 | MINISTERIO DA EDUCACAO | NaN | NaN | 26443 | EMPRESA BRAS. DE SERVICOS HOSPITALARES | 15000 | MINISTERIO DA EDUCACAO | 2 | CELETISTA/EMPREGADO | Não informada | Não informada | CONSOLIDACAO DAS LEIS DO TRABALHO | 40 HORAS SEMANAIS | 04/02/2015 | NaN | 04/02/2015 | 000000000 | 04/02/2015 | NaN | CONTRATO | CONTRATO | AL |
| 13 | 1000018 | LENA CAVALCANTE FALCAO | ***.497.603-** | 002**** | NaN | NaN | NaN | NaN | NaN | DAS | 1011 | DIRECAO E ASSESSORAMENTO SUPERIOR | 0045 | CHEFE DE SERVICO | Sim | 2.623300e+13 | UNIDADE DE LOTACAO PROVISORIA | 26233 | UNIVERSIDADE FEDERAL DO CEARA | 15000 | MINISTERIO DA EDUCACAO | 1.500000e+13 | SERVICO DIV2 COORD1 CGGA SAA | 15000 | MINISTERIO DA EDUCACAO | 15000 | MINISTERIO DA EDUCACAO | 1 | REQUISITADO | Não informada | Não informada | REGIME JURIDICO UNICO | 40 HORAS SEMANAIS | 21/03/2016 | NaN | 27/10/2011 | 000000001 | 17/04/1983 | NaN | PORTARIA | PORTARIA | DF |
| 14 | 1000018 | LENA CAVALCANTE FALCAO | ***.497.603-** | 002**** | ECONOMISTA | E | NaN | 115 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 2.623300e+13 | UNIDADE DE LOTACAO PROVISORIA | 26233 | UNIVERSIDADE FEDERAL DO CEARA | 15000 | MINISTERIO DA EDUCACAO | 1.500000e+13 | SERVICO DIV2 COORD1 CGGA SAA | 15000 | MINISTERIO DA EDUCACAO | 15000 | MINISTERIO DA EDUCACAO | 2 | CEDIDO | Não informada | Não informada | REGIME JURIDICO UNICO | 40 HORAS SEMANAIS | 01/03/2005 | NaN | 10/03/1985 | 000000001 | 17/04/1983 | NaN | PORTARIA | PORTARIA | NaN |
| 15 | 1000020 | ADELMO GOLYNSKI | ***.700.727-** | 013**** | PROFESSOR ENS BASICO TECN TECNOLOGICO | D | NaN | NaN | 402.0 | NaN | NaN | NaN | NaN | NaN | NaN | 2.640700e+13 | CAMPUS MORRINHOS | 26407 | INSTITUTO FEDERAL GOIANO | 15000 | MINISTERIO DA EDUCACAO | 2.640700e+13 | COORD. CURSOS ENSINO DE GRADUAÇÃO-MOR | 26407 | INSTITUTO FEDERAL GOIANO | 15000 | MINISTERIO DA EDUCACAO | 2 | ATIVO PERMANENTE | Não informada | Não informada | REGIME JURIDICO UNICO | DEDICACAO EXCLUSIVA | 01/03/2013 | NaN | 29/12/2008 | 94 | 03/10/2006 | NaN | LEI | PORTARIA | GO |
| 16 | 1000021 | MARIA AUREA DOS SANTOS RIBEIRO | ***.745.709-** | 011**** | TECNICO DE LABORATORIO AREA | D | NaN | 413 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 2.624100e+13 | BL - DEPARTAMENTO DE GENETICA | 26241 | UNIVERSIDADE FEDERAL DO PARANA | 15000 | MINISTERIO DA EDUCACAO | 2.624100e+13 | BL - DEPARTAMENTO DE GENETICA | 26241 | UNIVERSIDADE FEDERAL DO PARANA | 15000 | MINISTERIO DA EDUCACAO | 2 | ATIVO PERMANENTE | Não informada | Não informada | REGIME JURIDICO UNICO | 40 HORAS SEMANAIS | 01/03/2005 | NaN | 29/11/1995 | 6126 | 29/11/1995 | NaN | PORTARIA | PORTARIA | PR |
| 17 | 1000023 | VALMI SILVA NASCIMENTO | ***.979.191-** | 000**** | NaN | NaN | NaN | NaN | NaN | FGR | 0001 | FUNCAO GRATIFICADA LEI 8.216/91 | 0094 | FUNCAO GRATIFICADA | NaN | NaN | NaN | 17000 | MINISTERIO DA FAZENDA | 17000 | MINISTERIO DA FAZENDA | NaN | NaN | 17000 | MINISTERIO DA FAZENDA | 17000 | MINISTERIO DA FAZENDA | 1 | ATIVO PERMANENTE | Não informada | Não informada | REGIME JURIDICO UNICO | 40 HORAS SEMANAIS | 02/03/2007 | NaN | 10/03/1981 | SN | 30/05/1983 | NaN | PORTARIA | PORTARIA | DF |
| 18 | 1000023 | VALMI SILVA NASCIMENTO | ***.979.191-** | 000**** | AGENTE DE PORTARIA | S | NaN | III | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 17000 | MINISTERIO DA FAZENDA | 17000 | MINISTERIO DA FAZENDA | NaN | NaN | 17000 | MINISTERIO DA FAZENDA | 17000 | MINISTERIO DA FAZENDA | 2 | ATIVO PERMANENTE | Não informada | Não informada | REGIME JURIDICO UNICO | 40 HORAS SEMANAIS | 01/07/2006 | NaN | 10/03/1981 | SN | 30/05/1983 | NaN | PORTARIA | PORTARIA | NaN |
| 19 | 1000029 | FERNANDO MORAIS RODRIGUES | ***.824.921-** | 025**** | NaN | NaN | NaN | NaN | NaN | FUC | 0001 | FUNCAO COMISSIONADA DE COORD. CURSO | 2038 | COORDENADOR | NaN | 2.642400e+13 | PSO-DIREÇÃO GERAL | 26424 | INSTITUTO FEDERAL DO TOCANTINS | 15000 | MINISTERIO DA EDUCACAO | 2.642400e+13 | PSO-DG-GE-CCURSO-COORD.CURSO SUP.TEC.ALI | 26424 | INSTITUTO FEDERAL DO TOCANTINS | 15000 | MINISTERIO DA EDUCACAO | 1 | ATIVO PERMANENTE | Não informada | Não informada | REGIME JURIDICO UNICO | DEDICACAO EXCLUSIVA | 05/02/2017 | NaN | 29/12/2008 | 301 | 10/10/2007 | NaN | LEI | INSTRUCAO NORMATIVA | TO |
| 20 | 1000029 | FERNANDO MORAIS RODRIGUES | ***.824.921-** | 025**** | PROFESSOR ENS BASICO TECN TECNOLOGICO | D | NaN | NaN | 304.0 | NaN | NaN | NaN | NaN | NaN | NaN | 2.642400e+13 | PSO-DIREÇÃO GERAL | 26424 | INSTITUTO FEDERAL DO TOCANTINS | 15000 | MINISTERIO DA EDUCACAO | 2.642400e+13 | PSO-DG-GE-CCURSO-COORD.CURSO SUP.TEC.ALI | 26424 | INSTITUTO FEDERAL DO TOCANTINS | 15000 | MINISTERIO DA EDUCACAO | 2 | ATIVO PERMANENTE | Não informada | Não informada | REGIME JURIDICO UNICO | DEDICACAO EXCLUSIVA | 01/03/2013 | NaN | 29/12/2008 | 301 | 10/10/2007 | NaN | LEI | INSTRUCAO NORMATIVA | NaN |
| 21 | 1000030 | LEILA MARIA DOS SANTOS ALVES | ***.576.157-** | 005**** | AUXILIAR DE ENFERMAGEM | S | NaN | III | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 2.500000e+13 | SUS/MUNICIPAL - RJ | 25000 | MINISTERIO DA SAUDE | 25000 | MINISTERIO DA SAUDE | NaN | NaN | 99991 | ESTADOS / MUNICIPIOS / EMPRESAS | 99991 | ESTADOS / MUNICIPIOS / EMPRESAS | 2 | CEDIDO SUS/LEI 8270 | Não informada | Não informada | REGIME JURIDICO UNICO | 40 HORAS SEMANAIS | 01/03/2006 | NaN | 01/06/1984 | RJAP-4040 | 01/06/1984 | NaN | PORTARIA | PORTARIA | NaN |
| 22 | 1000031 | ROGERIO ANTONIO DA SILVA MATOS | ***.299.686-** | 014**** | ANALISTA DE PESQUISA ENERGETICA | A | NaN | NaN | 10.0 | NaN | NaN | NaN | NaN | NaN | NaN | 3.231400e+13 | SUPERINT.DE ESTUDOS ECONOM.E ENERGETICOS | 32314 | EMPRESA DE PESQUISA ENERGETICA | 32000 | MINISTERIO DE MINAS E ENERGIA | NaN | NaN | 32314 | EMPRESA DE PESQUISA ENERGETICA | 32000 | MINISTERIO DE MINAS E ENERGIA | 2 | CELETISTA/EMPREGADO | Não informada | Não informada | CONSOLIDACAO DAS LEIS DO TRABALHO | 40 HORAS SEMANAIS | 16/05/2007 | NaN | 16/05/2007 | NaN | Não informada | NaN | CONTRATO | NaN | RJ |
| 23 | 1000032 | EDMILSON ALVES DA SILVA | ***.397.336-** | 004**** | AGENTE DE SAUDE PUBLICA | S | NaN | III | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 2.500000e+13 | SUS/MUNICIPAL - MG | 25000 | MINISTERIO DA SAUDE | 25000 | MINISTERIO DA SAUDE | NaN | NaN | 99991 | ESTADOS / MUNICIPIOS / EMPRESAS | 99991 | ESTADOS / MUNICIPIOS / EMPRESAS | 2 | CEDIDO SUS/LEI 8270 | Não informada | Não informada | REGIME JURIDICO UNICO | 40 HORAS SEMANAIS | 01/03/2006 | NaN | 29/06/2010 | SN | 01/08/1983 | NaN | PORTARIA | CONTRATO | NaN |
| 24 | 1000033 | MARISE SILVA SIQUEIRA | ***.138.771-** | 015**** | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 55000 | MINISTERIO DESENVOLV. SOCIAL E AGRÁRIO | 55000 | MINISTERIO DESENVOLV. SOCIAL E AGRÁRIO | 5.900000e+13 | COORD-GERAL AUD TRANSP, PORT E AVI CIV | 59000 | MINISTERIO DA TRANSP. FISCAL. E CGU | 59000 | MINISTERIO DA TRANSP. FISCAL. E CGU | 3 | REQUISITADO | Não informada | Não informada | REGIME JURIDICO UNICO | 40 HORAS SEMANAIS | NaN | NaN | 30/11/2012 | 26 | 07/08/2007 | NaN | PORTARIA | PORTARIA | DF |
| 25 | 1000033 | MARISE SILVA SIQUEIRA | ***.138.771-** | 015**** | TECNICO EM COMUNICACAO SOCIAL | B | NaN | V | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 5.500000e+13 | ASSESSORIA DE COMUNICACAO SOCIAL | 55000 | MINISTERIO DESENVOLV. SOCIAL E AGRÁRIO | 55000 | MINISTERIO DESENVOLV. SOCIAL E AGRÁRIO | 5.900000e+13 | COORD-GERAL AUD TRANSP, PORT E AVI CIV | 59000 | MINISTERIO DA TRANSP. FISCAL. E CGU | 59000 | MINISTERIO DA TRANSP. FISCAL. E CGU | 2 | CEDIDO | Não informada | Não informada | REGIME JURIDICO UNICO | 40 HORAS SEMANAIS | 10/09/2007 | NaN | 07/08/2007 | 26 | 07/08/2007 | NaN | PORTARIA | PORTARIA | NaN |
| 26 | 1000034 | GILSON FLORINDO DOS SANTOS | ***.934.353-** | 015**** | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 52201 | AGENCIA NACIONAL DE AVIACAO CIVIL | 20101 | PRESIDENCIA DA REPUBLICA | 4.010600e+13 | PU NO ESTADO DO PIAUI | 40106 | ADVOCACIA-GERAL DA UNIAO | 20101 | PRESIDENCIA DA REPUBLICA | 3 | REQUISITADO | Não informada | Não informada | REGIME JURIDICO UNICO | 40 HORAS SEMANAIS | NaN | NaN | 18/08/2011 | 900 | 20/08/2007 | NaN | PORTARIA | PORTARIA | PI |
| 27 | 1000034 | GILSON FLORINDO DOS SANTOS | ***.934.353-** | 015**** | ANALISTA ADMINISTRATIVO | B | NaN | V | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 5.220100e+13 | SERVIDORES CEDIDOS | 52201 | AGENCIA NACIONAL DE AVIACAO CIVIL | 20101 | PRESIDENCIA DA REPUBLICA | 4.010600e+13 | PU NO ESTADO DO PIAUI | 40106 | ADVOCACIA-GERAL DA UNIAO | 20101 | PRESIDENCIA DA REPUBLICA | 2 | CEDIDO | Não informada | Não informada | REGIME JURIDICO UNICO | 40 HORAS SEMANAIS | 21/09/2007 | NaN | 20/08/2007 | 900 | 20/08/2007 | NaN | PORTARIA | PORTARIA | NaN |
| 28 | 1000040 | FERNANDA MACHADO FERREIRA | ***.865.526-** | 017**** | ASSISTENTE EM ADMINISTRACAO | D | NaN | 305 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 2.623500e+13 | COORDENAÇÃO DE ADM E FINANÇAS - CATALAO | 26235 | UNIVERSIDADE FEDERAL DE GOIAS | 15000 | MINISTERIO DA EDUCACAO | 2.623500e+13 | COORDENAÇÃO DE ADM E FINANÇAS - CATALAO | 26235 | UNIVERSIDADE FEDERAL DE GOIAS | 15000 | MINISTERIO DA EDUCACAO | 2 | ATIVO PERMANENTE | Não informada | Não informada | REGIME JURIDICO UNICO | 40 HORAS SEMANAIS | 18/03/2010 | NaN | 27/02/2010 | 812 | 27/02/2010 | NaN | PORTARIA | PORTARIA | NaN |
| 29 | 1000041 | MAYSA DO VALE OLIVEIRA | ***.274.536-** | 022**** | PROFESSOR DO MAGISTERIO SUPERIOR | 4 | NaN | NaN | 601.0 | NaN | NaN | NaN | NaN | NaN | NaN | 2.623400e+13 | CEUNES DEPTO CIENC DA SAUDE | 26234 | UNIVERSIDADE FEDERAL DO ESPIRITO SANTO | 15000 | MINISTERIO DA EDUCACAO | 2.623400e+13 | CEUNES DEPTO CIENC DA SAUDE | 26234 | UNIVERSIDADE FEDERAL DO ESPIRITO SANTO | 15000 | MINISTERIO DA EDUCACAO | 2 | ATIVO PERMANENTE | Não informada | Não informada | REGIME JURIDICO UNICO | DEDICACAO EXCLUSIVA | 01/12/2015 | NaN | 13/11/2015 | 019254-15 | 06/11/2015 | NaN | PORTARIA | PROCESSO | ES |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 808170 | 2341173 | TAIRONE CONCEICAO DIAS | ***.890.265-** | 023**** | PROFESSOR MAGISTERIO SUPERIOR-SUBSTITUTO | 4 | NaN | NaN | 401.0 | NaN | NaN | NaN | NaN | NaN | NaN | 2.635100e+13 | CENTRO DE CIENCIAS EXATAS E TECNOLOGICAS | 26351 | UNIV. FEDERAL DO RECONCAVO DA BAHIA | 15000 | MINISTERIO DA EDUCACAO | 2.635100e+13 | CENTRO DE CIENCIAS EXATAS E TECNOLOGICAS | 26351 | UNIV. FEDERAL DO RECONCAVO DA BAHIA | 15000 | MINISTERIO DA EDUCACAO | 2 | CONT.PROF.SUBSTITUTO | Não informada | Não informada | CONTRATO TEMPORARIO | 40 HORAS SEMANAIS | 15/05/2017 | NaN | 31/05/2017 | 15 | 31/05/2017 | NaN | CONTRATO | CONTRATO | BA |
| 808171 | 2341174 | LENNON MEIRELLES NASCIMENTO | ***.941.425-** | 023**** | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 25000 | MINISTERIO DA SAUDE | 25000 | MINISTERIO DA SAUDE | 2.500000e+13 | SEC DE GESTAO DO TRAB E DA EDUC NA SAUDE | 25000 | MINISTERIO DA SAUDE | 25000 | MINISTERIO DA SAUDE | 3 | SEM VINCULO | Não informada | Não informada | MEDICO - PROGRAMA MAIS MEDICO | 40 HORAS SEMANAIS | NaN | NaN | 01/06/2017 | SN | 01/06/2017 | NaN | CONTRATO | CONTRATO | DF |
| 808172 | 2341175 | FANNY NASCIMENTO COSTA | ***.125.677-** | 016**** | PROFESSOR MAGISTERIO SUPERIOR -VISITANTE | 4 | NaN | NaN | 601.0 | NaN | NaN | NaN | NaN | NaN | NaN | 2.635200e+13 | CENTRO CIENCIAS NATURAIS E HUMANAS | 26352 | FUNDACAO UNIVERSIDADE FEDERAL DO ABC | 15000 | MINISTERIO DA EDUCACAO | 2.635200e+13 | CENTRO CIENCIAS NATURAIS E HUMANAS | 26352 | FUNDACAO UNIVERSIDADE FEDERAL DO ABC | 15000 | MINISTERIO DA EDUCACAO | 2 | CONTR.PROF.VISITANTE | Não informada | Não informada | CONTRATO TEMPORARIO | DEDICACAO EXCLUSIVA | 08/05/2017 | NaN | 03/05/2017 | 307 | 03/05/2017 | NaN | PORTARIA | PORTARIA | SP |
| 808173 | 2341177 | DIEGO GEORGE SOUSA E SILVA | ***.443.973-** | 023**** | FISIOTERAPEUTA - 30H | S | NaN | NaN | 201.0 | NaN | NaN | NaN | NaN | NaN | NaN | 2.644300e+13 | HOSPITAL UNIVERSITARIO DA UFPI | 26443 | EMPRESA BRAS. DE SERVICOS HOSPITALARES | 15000 | MINISTERIO DA EDUCACAO | NaN | NaN | 26443 | EMPRESA BRAS. DE SERVICOS HOSPITALARES | 15000 | MINISTERIO DA EDUCACAO | 2 | CELETISTA/EMPREGADO | Não informada | Não informada | CONSOLIDACAO DAS LEIS DO TRABALHO | 30 HORAS SEMANAIS | 10/04/2017 | NaN | 10/04/2017 | SN | 10/04/2017 | NaN | CONTRATO | CONTRATO | PI |
| 808174 | 2341179 | SIMONE FRYE PEIXOTO | ***.884.664-** | 013**** | PROF ENS BAS TEC TECNOLOGICO-SUBSTITUTO | D | NaN | NaN | 101.0 | NaN | NaN | NaN | NaN | NaN | NaN | 2.641800e+13 | DIRETORIA DE ENSINO/CAMPUS RECIFE | 26418 | INSTITUTO FEDERAL DE PERNAMBUCO | 15000 | MINISTERIO DA EDUCACAO | 2.641800e+13 | DIRETORIA DE ENSINO/CAMPUS RECIFE | 26418 | INSTITUTO FEDERAL DE PERNAMBUCO | 15000 | MINISTERIO DA EDUCACAO | 2 | CONT.PROF.SUBSTITUTO | Não informada | Não informada | CONTRATO TEMPORARIO | 40 HORAS SEMANAIS | 08/06/2017 | NaN | 30/06/2017 | 737 | 30/06/2017 | NaN | CONTRATO | CONTRATO | PE |
| 808175 | 2341180 | ERICA RIVAS GATTO | ***.082.547-** | 023**** | PROFESSOR ENS BASICO TECN TECNOLOGICO | D | NaN | NaN | 101.0 | NaN | NaN | NaN | NaN | NaN | NaN | 2.620100e+13 | CT1-CAMPUS TIJUCA | 26201 | COLEGIO PEDRO II | 15000 | MINISTERIO DA EDUCACAO | 2.620100e+13 | CT1-CAMPUS TIJUCA | 26201 | COLEGIO PEDRO II | 15000 | MINISTERIO DA EDUCACAO | 2 | ATIVO PERMANENTE | Não informada | Não informada | REGIME JURIDICO UNICO | DEDICACAO EXCLUSIVA | 16/05/2017 | NaN | 03/05/2017 | 1195 | 03/05/2017 | NaN | PORTARIA | PORTARIA | RJ |
| 808176 | 2341181 | RAIMUNDO ILSON CRUZ | ***.358.723-** | 023**** | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 25000 | MINISTERIO DA SAUDE | 25000 | MINISTERIO DA SAUDE | 2.500000e+13 | SEC DE GESTAO DO TRAB E DA EDUC NA SAUDE | 25000 | MINISTERIO DA SAUDE | 25000 | MINISTERIO DA SAUDE | 3 | SEM VINCULO | Não informada | Não informada | MEDICO - PROGRAMA MAIS MEDICO | 40 HORAS SEMANAIS | NaN | NaN | 01/04/2017 | SN | 01/04/2017 | NaN | CONTRATO | CONTRATO | DF |
| 808177 | 2341183 | DANILA DA SILVA NASCIMENTO GOMES | ***.578.143-** | 028**** | PROFESSOR MAGISTERIO SUPERIOR-SUBSTITUTO | 4 | NaN | NaN | 401.0 | NaN | NaN | NaN | NaN | NaN | NaN | 2.627900e+13 | COORD CURSO G PEDAGOGIA/CSHNB | 26279 | UNIVERSIDADE FEDERAL DO PIAUI | 15000 | MINISTERIO DA EDUCACAO | 2.627900e+13 | COORD CURSO G PEDAGOGIA/CSHNB | 26279 | UNIVERSIDADE FEDERAL DO PIAUI | 15000 | MINISTERIO DA EDUCACAO | 2 | CONT.PROF.SUBSTITUTO | Não informada | Não informada | CONTRATO TEMPORARIO | 40 HORAS SEMANAIS | 18/04/2017 | NaN | 06/04/2017 | 358 | 06/04/2017 | NaN | PORTARIA | PORTARIA | PI |
| 808178 | 2341185 | JOAO VICTOR DE CASTRO ALVES FRANCA | ***.008.763-** | 023**** | CONTRATADO LEI 8745-93 - NI | A | NaN | NaN | 1.0 | NaN | NaN | NaN | NaN | NaN | NaN | 4.520500e+13 | UNIDADE ESTADUAL DO IBGE NO CEARA | 45205 | FUND. INST. BRASIL. GEOG. E ESTATISTICA | 20113 | MINISTERIO DO PLANEJ. DESENV. E GESTAO | 4.520500e+13 | UNIDADE ESTADUAL DO IBGE NO CEARA | 45205 | FUND. INST. BRASIL. GEOG. E ESTATISTICA | 20113 | MINISTERIO DO PLANEJ. DESENV. E GESTAO | 2 | CONTRATO TEMPORARIO | Não informada | Não informada | CONTRATO TEMPORARIO | 40 HORAS SEMANAIS | 05/06/2017 | NaN | 05/06/2017 | 1 | 05/06/2017 | NaN | CONTRATO | CONTRATO | CE |
| 808179 | 2341189 | WOLLNER MATERKO | ***.912.287-** | 023**** | PROFESSOR DO MAGISTERIO SUPERIOR | 4 | NaN | NaN | 401.0 | NaN | NaN | NaN | NaN | NaN | NaN | 2.628600e+13 | LABORATÓRIO DE ENFERMAGEM | 26286 | FUNDACAO UNVERSIDADE FEDERAL DO AMAPA | 15000 | MINISTERIO DA EDUCACAO | 2.628600e+13 | LABORATÓRIO DE ENFERMAGEM | 26286 | FUNDACAO UNVERSIDADE FEDERAL DO AMAPA | 15000 | MINISTERIO DA EDUCACAO | 2 | ATIVO PERMANENTE | Não informada | Não informada | REGIME JURIDICO UNICO | DEDICACAO EXCLUSIVA | 12/04/2017 | NaN | 20/03/2017 | 564 | 20/03/2017 | NaN | PORTARIA | PORTARIA | AP |
| 808180 | 2341192 | JESSICA SILVA DE SOUZA | ***.948.217-** | 023**** | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 70000 | COMANDO DA MARINHA | 40105 | MINISTERIO DA DEFESA | 7.000000e+13 | residencia ap hnmd | 70000 | COMANDO DA MARINHA | 40105 | MINISTERIO DA DEFESA | 3 | SEM VINCULO | Não informada | Não informada | MEDICO RESIDENTE | 60 HORAS SEMANAIS | NaN | NaN | 11/04/2017 | 270 | 11/04/2017 | NaN | ORDEM DE SERVICO | ORDEM DE SERVICO | RJ |
| 808181 | 2341193 | FRANCISCO JOSE ALVES BARROS FIRMINO | ***.277.082-** | 023**** | TEC DE TECNOLOGIA DA INFORMACAO | D | NaN | 101 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 2.625300e+13 | UFRA PARAUAPEBAS | 26253 | UNIVERSIDADE FEDERAL RURAL DA AMAZONIA | 15000 | MINISTERIO DA EDUCACAO | 2.625300e+13 | UFRA PARAUAPEBAS | 26253 | UNIVERSIDADE FEDERAL RURAL DA AMAZONIA | 15000 | MINISTERIO DA EDUCACAO | 2 | ATIVO PERMANENTE | Não informada | Não informada | REGIME JURIDICO UNICO | 40 HORAS SEMANAIS | 02/05/2017 | NaN | 06/04/2017 | 940 | 06/04/2017 | NaN | PORTARIA | PORTARIA | PA |
| 808182 | 2341195 | ROSANGILA DOMINGOS GUALBERTO | ***.253.821-** | 023**** | PROF ENS BAS TEC TECNOLOGICO-SUBSTITUTO | D | NaN | NaN | 101.0 | NaN | NaN | NaN | NaN | NaN | NaN | 2.642400e+13 | ARN-DIREÇÃO GERAL | 26424 | INSTITUTO FEDERAL DO TOCANTINS | 15000 | MINISTERIO DA EDUCACAO | 2.642400e+13 | ARN-GE-C.CURSO TEC.INF.INT AO ENS.MEDIO | 26424 | INSTITUTO FEDERAL DO TOCANTINS | 15000 | MINISTERIO DA EDUCACAO | 2 | CONT.PROF.SUBSTITUTO | Não informada | Não informada | CONTRATO TEMPORARIO | 40 HORAS SEMANAIS | 24/05/2017 | NaN | 31/05/2017 | 6 | 31/05/2017 | NaN | CONTRATO | CONTRATO | TO |
| 808183 | 2341199 | FRANCISCO CILDOMAR DA SILVA CORREIA | ***.382.202-** | 023**** | PROFESSOR MAGISTERIO SUPERIOR-SUBSTITUTO | 4 | NaN | NaN | 501.0 | NaN | NaN | NaN | NaN | NaN | NaN | 2.627500e+13 | CENTRO DE CIENCIAS BIOL. E DA NATUREZA | 26275 | UNIVERSIDADE FEDERAL DO ACRE | 15000 | MINISTERIO DA EDUCACAO | 2.627500e+13 | CENTRO DE CIENCIAS BIOL. E DA NATUREZA | 26275 | UNIVERSIDADE FEDERAL DO ACRE | 15000 | MINISTERIO DA EDUCACAO | 2 | CONT.PROF.SUBSTITUTO | Não informada | Não informada | CONTRATO TEMPORARIO | 40 HORAS SEMANAIS | 02/06/2017 | NaN | 29/05/2017 | 25/2017 | 29/05/2017 | NaN | CONTRATO | CONTRATO | AC |
| 808184 | 2341200 | JOAO CAVALCANTE GUANACOMA | ***.641.812-** | 023**** | NaN | NaN | NaN | NaN | NaN | DAS | 1014 | DIRECAO E ASSESSORAMENTO SUPERIOR | 33 | COORDENADOR | Não | NaN | NaN | 25000 | MINISTERIO DA SAUDE | 25000 | MINISTERIO DA SAUDE | 2.500000e+13 | DIST SAN ESP INDIGENA-PORTO VELHO (UORG) | 25000 | MINISTERIO DA SAUDE | 25000 | MINISTERIO DA SAUDE | 1 | NOMEADO CARGO COMIS. | Não informada | Não informada | REGIME JURIDICO UNICO | 40 HORAS SEMANAIS | 28/04/2017 | NaN | 27/04/2017 | 1066 | 27/04/2017 | NaN | PORTARIA | PORTARIA | RO |
| 808185 | 2341203 | DEUSNETE SOUZA DA SILVA | ***.865.751-** | 023**** | PROF ENS BAS TEC TECNOLOGICO-SUBSTITUTO | D | NaN | NaN | 101.0 | NaN | NaN | NaN | NaN | NaN | NaN | 2.641400e+13 | DIRETORIA DE ENSINO/CAMPUS CUIABA | 26414 | INSTITUTO FEDERAL DE MATO GROSSO | 15000 | MINISTERIO DA EDUCACAO | 2.641400e+13 | DIRETORIA DE ENSINO/CAMPUS CUIABA | 26414 | INSTITUTO FEDERAL DE MATO GROSSO | 15000 | MINISTERIO DA EDUCACAO | 2 | CONT.PROF.SUBSTITUTO | Não informada | Não informada | CONTRATO TEMPORARIO | 40 HORAS SEMANAIS | 12/04/2017 | NaN | 31/05/2017 | 68 | 31/05/2017 | NaN | CONTRATO | CONTRATO | MT |
| 808186 | 2341205 | APARECIDO ELIAS FERNANDES | ***.696.511-** | 023**** | AUXILIAR DE ARTIFICE | S | NaN | III | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 4.080300e+13 | SEPLAD/RO EM PORTO VELHO | 40803 | GOVERNO DO EX-TERRITORIO DE RONDONIA | 20113 | MINISTERIO DO PLANEJ. DESENV. E GESTAO | 4.080300e+13 | SEPLAD/RO EM PORTO VELHO | 40803 | GOVERNO DO EX-TERRITORIO DE RONDONIA | 20113 | MINISTERIO DO PLANEJ. DESENV. E GESTAO | 2 | ATIVO PERMANENTE | Não informada | Não informada | REGIME JURIDICO UNICO | 40 HORAS SEMANAIS | 05/05/2017 | NaN | 05/05/2017 | NI | 01/01/1984 | NaN | PORTARIA | CONTRATO | RO |
| 808187 | 2341206 | OTTO ROBERT LESSING | ***.065.720-** | 023**** | PROF ENS BAS TEC TECNOLOGICO-SUBSTITUTO | D | NaN | NaN | 101.0 | NaN | NaN | NaN | NaN | NaN | NaN | 2.643200e+13 | CAMPUS UNIAO DA VITORIA | 26432 | INSTITUTO FEDERAL DO PARANA | 15000 | MINISTERIO DA EDUCACAO | 2.643200e+13 | CAMPUS UNIAO DA VITORIA | 26432 | INSTITUTO FEDERAL DO PARANA | 15000 | MINISTERIO DA EDUCACAO | 2 | CONT.PROF.SUBSTITUTO | Não informada | Não informada | CONTRATO TEMPORARIO | 40 HORAS SEMANAIS | 19/04/2017 | NaN | 18/04/2017 | 791 | 18/04/2017 | NaN | PORTARIA | PORTARIA | PR |
| 808188 | 2341209 | TAMILLYS CAMILO PONTE | ***.826.913-** | 023**** | CONTRATADO LEI 8745-93 - NI | A | NaN | NaN | 1.0 | NaN | NaN | NaN | NaN | NaN | NaN | 4.520500e+13 | AGENCIA DO IBGE EM SOBRAL/CE | 45205 | FUND. INST. BRASIL. GEOG. E ESTATISTICA | 20113 | MINISTERIO DO PLANEJ. DESENV. E GESTAO | 4.520500e+13 | AGENCIA DO IBGE EM SOBRAL/CE | 45205 | FUND. INST. BRASIL. GEOG. E ESTATISTICA | 20113 | MINISTERIO DO PLANEJ. DESENV. E GESTAO | 2 | CONTRATO TEMPORARIO | Não informada | Não informada | CONTRATO TEMPORARIO | 40 HORAS SEMANAIS | 02/05/2017 | NaN | 02/05/2017 | 1 | 02/05/2017 | NaN | CONTRATO | CONTRATO | CE |
| 808189 | 2341211 | RAIMUNDO RUBENS LIMA DO CARMO | ***.992.202-** | 023**** | TECNICO EM CONTABILIDADE | D | NaN | 101 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 2.625300e+13 | ufra tome açu | 26253 | UNIVERSIDADE FEDERAL RURAL DA AMAZONIA | 15000 | MINISTERIO DA EDUCACAO | 2.625300e+13 | ufra tome açu | 26253 | UNIVERSIDADE FEDERAL RURAL DA AMAZONIA | 15000 | MINISTERIO DA EDUCACAO | 2 | ATIVO PERMANENTE | Não informada | Não informada | REGIME JURIDICO UNICO | 40 HORAS SEMANAIS | 17/05/2017 | NaN | 06/04/2017 | 943/2017 | 06/04/2017 | NaN | PORTARIA | PORTARIA | PA |
| 808190 | 2341212 | ARANNAHN LUIS RODRIGUES DA SILVA | ***.301.534-** | 023**** | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 25000 | MINISTERIO DA SAUDE | 25000 | MINISTERIO DA SAUDE | 2.500000e+13 | SEC DE GESTAO DO TRAB E DA EDUC NA SAUDE | 25000 | MINISTERIO DA SAUDE | 25000 | MINISTERIO DA SAUDE | 3 | SEM VINCULO | Não informada | Não informada | MEDICO - PROGRAMA MAIS MEDICO | 40 HORAS SEMANAIS | NaN | NaN | 01/04/2017 | S/N | 01/04/2017 | NaN | CONTRATO | CONTRATO | DF |
| 808191 | 2341213 | MARIA LUIZA RIBEIRO DA COSTA SERAFIM | ***.693.867-** | 013**** | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 25000 | MINISTERIO DA SAUDE | 25000 | MINISTERIO DA SAUDE | 2.500000e+13 | UNIDADE PAGADORA/RJ | 25000 | MINISTERIO DA SAUDE | 25000 | MINISTERIO DA SAUDE | 3 | SEM VINCULO | Não informada | Não informada | MEDICO RESIDENTE | 60 HORAS SEMANAIS | NaN | NaN | 30/03/2017 | PRORESIDE | 30/03/2017 | NaN | OUTROS | OUTROS | RJ |
| 808192 | 2341214 | PATRICIA DO AMARAL ROCHA | ***.886.327-** | 023**** | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 99991 | ESTADOS / MUNICIPIOS / EMPRESAS | 99991 | ESTADOS / MUNICIPIOS / EMPRESAS | 2.500000e+13 | SERVICO DE ENFERMAGEM | 25000 | MINISTERIO DA SAUDE | 25000 | MINISTERIO DA SAUDE | 3 | REQ.DE OUTROS ORGAOS | Não informada | Não informada | REGIME JURIDICO UNICO | 32,5 HORAS SEMANAIS | NaN | NaN | 04/03/1991 | NaN | Não informada | NaN | OFICIO | NaN | RJ |
| 808193 | 2341215 | PEDRO HENRIQUE GONCALVES FERREIRA | ***.954.931-** | 023**** | ASSISTENTE EM ADMINISTRACAO | D | NaN | 101 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 2.623500e+13 | FACULDADE DE MEDICINA | 26235 | UNIVERSIDADE FEDERAL DE GOIAS | 15000 | MINISTERIO DA EDUCACAO | 2.623500e+13 | FACULDADE DE MEDICINA | 26235 | UNIVERSIDADE FEDERAL DE GOIAS | 15000 | MINISTERIO DA EDUCACAO | 2 | ATIVO PERMANENTE | Não informada | Não informada | REGIME JURIDICO UNICO | 40 HORAS SEMANAIS | 27/04/2017 | NaN | 30/03/2017 | 1673 | 30/03/2017 | NaN | PORTARIA | PORTARIA | GO |
| 808194 | 2341216 | LEANDRO DE BARROS | ***.754.348-** | 011**** | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 44207 | INSTITUTO CHICO MENDES CONSERV.BIODIVER. | 40111 | MINISTERIO DO MEIO AMBIENTE | 4.420700e+13 | ESTACAO ECOLOGICA MICO-LEAO-PRETO | 44207 | INSTITUTO CHICO MENDES CONSERV.BIODIVER. | 40111 | MINISTERIO DO MEIO AMBIENTE | 3 | CONTRATO TEMPORARIO | Não informada | Não informada | CONTRATO TEMPORARIO | 40 HORAS SEMANAIS | NaN | NaN | 01/06/2017 | 3339 | 01/06/2017 | NaN | CONTRATO | CONTRATO | SP |
| 808195 | 2341217 | JARDEL MASCIOCCHI SILVA REZENDE | ***.776.361-** | 013**** | TEC INFOR GEOGRAFICAS E ESTATISTICA | A | NaN | I | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 4.520500e+13 | AGENCIA DO IBGE EM GOIANIA II/GO | 45205 | FUND. INST. BRASIL. GEOG. E ESTATISTICA | 20113 | MINISTERIO DO PLANEJ. DESENV. E GESTAO | 4.520500e+13 | AGENCIA DO IBGE EM GOIANIA II/GO | 45205 | FUND. INST. BRASIL. GEOG. E ESTATISTICA | 20113 | MINISTERIO DO PLANEJ. DESENV. E GESTAO | 2 | ATIVO PERMANENTE | Não informada | Não informada | REGIME JURIDICO UNICO | 40 HORAS SEMANAIS | 01/06/2017 | NaN | 24/05/2017 | 293 | 24/05/2017 | NaN | PORTARIA | PORTARIA | GO |
| 808196 | 2341220 | GRAZIELA GONCALVES DE SOUZA | ***.794.612-** | 023**** | PROFESSOR - NM - EX TERRIT | D | NaN | NaN | 404.0 | NaN | NaN | NaN | NaN | NaN | NaN | 4.080300e+13 | SEPLAD/RO EM PORTO VELHO | 40803 | GOVERNO DO EX-TERRITORIO DE RONDONIA | 20113 | MINISTERIO DO PLANEJ. DESENV. E GESTAO | 4.080300e+13 | SEPLAD/RO EM PORTO VELHO | 40803 | GOVERNO DO EX-TERRITORIO DE RONDONIA | 20113 | MINISTERIO DO PLANEJ. DESENV. E GESTAO | 2 | ATIVO PERMANENTE | Não informada | Não informada | REGIME JURIDICO UNICO | 40 HORAS SEMANAIS | 17/03/2017 | NaN | 17/03/2017 | NI | 01/02/1984 | NaN | PORTARIA | CONTRATO | RO |
| 808197 | 2341224 | ALANA TIEPPO GHINZELLI | ***.389.520-** | 024**** | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 25000 | MINISTERIO DA SAUDE | 25000 | MINISTERIO DA SAUDE | 2.500000e+13 | SEC DE GESTAO DO TRAB E DA EDUC NA SAUDE | 25000 | MINISTERIO DA SAUDE | 25000 | MINISTERIO DA SAUDE | 3 | SEM VINCULO | Não informada | Não informada | MEDICO - PROGRAMA MAIS MEDICO | 40 HORAS SEMANAIS | NaN | NaN | 01/06/2017 | S/N | 01/06/2017 | NaN | CONTRATO | CONTRATO | DF |
| 808198 | 2341226 | KALEBE DE MOURA GALO | ***.088.726-** | 023**** | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 25000 | MINISTERIO DA SAUDE | 25000 | MINISTERIO DA SAUDE | 2.500000e+13 | SEC DE GESTAO DO TRAB E DA EDUC NA SAUDE | 25000 | MINISTERIO DA SAUDE | 25000 | MINISTERIO DA SAUDE | 3 | SEM VINCULO | Não informada | Não informada | MEDICO - PROGRAMA MAIS MEDICO | 40 HORAS SEMANAIS | NaN | NaN | 01/06/2017 | SN | 01/06/2017 | NaN | CONTRATO | CONTRATO | DF |
| 808199 | 2341228 | MARCOS AURELIO CARMINO DA SILVA | ***.157.991-** | 029**** | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 44207 | INSTITUTO CHICO MENDES CONSERV.BIODIVER. | 40111 | MINISTERIO DO MEIO AMBIENTE | 4.420700e+13 | PARQUE NACIONAL DO ARAGUAIA | 44207 | INSTITUTO CHICO MENDES CONSERV.BIODIVER. | 40111 | MINISTERIO DO MEIO AMBIENTE | 3 | CONTRATO TEMPORARIO | Não informada | Não informada | CONTRATO TEMPORARIO | 40 HORAS SEMANAIS | NaN | NaN | 01/06/2017 | 3594 | 01/06/2017 | NaN | CONTRATO | CONTRATO | TO |
808200 rows × 42 columns
PD.READ_EXCEL()¶
In [60]:
'http://transparencia.pb.gov.br/compras/licitacoes'
colunas = ['Nº PROCESSO', 'MODALIDADE',
'DATA ABERTURA', 'DATA LICITAÇÃO', 'Nº PARTIC.', 'ÓRGÃO','OBJETO', 'SITUAÇÃO']
df_licitacoes = pd.read_excel('licitacoes.xlsx')
df_licitacoes.info()
df_licitacoes
<class 'pandas.core.frame.DataFrame'> RangeIndex: 27 entries, 0 to 26 Data columns (total 13 columns): Unnamed: 0 22 non-null object Unnamed: 1 0 non-null float64 Unnamed: 2 0 non-null float64 Unnamed: 3 1 non-null object Unnamed: 4 22 non-null object Unnamed: 5 21 non-null object Unnamed: 6 3 non-null object Unnamed: 7 5 non-null object Unnamed: 8 21 non-null object Unnamed: 9 0 non-null float64 Unnamed: 10 21 non-null object Unnamed: 11 1 non-null datetime64[ns] Unnamed: 12 21 non-null object dtypes: datetime64[ns](1), float64(3), object(9) memory usage: 2.8+ KB
Out[60]:
| Unnamed: 0 | Unnamed: 1 | Unnamed: 2 | Unnamed: 3 | Unnamed: 4 | Unnamed: 5 | Unnamed: 6 | Unnamed: 7 | Unnamed: 8 | Unnamed: 9 | Unnamed: 10 | Unnamed: 11 | Unnamed: 12 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | NaN | NaN | NaN | Licitações | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 2017-07-24 14:16:54.597 | NaN |
| 1 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaT | NaN |
| 2 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaT | NaN |
| 3 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaT | NaN |
| 4 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaT | NaN |
| 5 | Nº PROCESSO | NaN | NaN | NaN | MODALIDADE | DATA ABERTURA | DATA LICITAÇÃO | Nº PARTIC. | ÓRGÃO | NaN | OBJETO | NaT | SITUAÇÃO |
| 6 | 31.206.024483.2017 | NaN | NaN | NaN | DISPENSA DE LICITAÇÃO | 2017-01-03 00:00:00 | NaN | NaN | SEIE/COMPANHIA DE ÁGUA E ESGOTOS DA PARAÍBA | NaN | SERVIÇO DE ENGENHARIA | NaT | EM ANDAMENTO |
| 7 | 31.206.036360.2017 | NaN | NaN | NaN | DISPENSA DE LICITAÇÃO | 2017-01-03 00:00:00 | NaN | NaN | SEIE/COMPANHIA DE ÁGUA E ESGOTOS DA PARAÍBA | NaN | SERVIÇO DE ENGENHARIA | NaT | EM ANDAMENTO |
| 8 | 22.000.027276.2017 | NaN | NaN | NaN | PREGÃO PRESENCIAL | 2017-01-04 00:00:00 | NaN | NaN | SECRETARIA DE ESTADO DA EDUCAÇÃO | NaN | GÊNEROS ALIMENTÍCIOS | NaT | PROCESSO CANCELADO |
| 9 | 25.234.000001.2017 | NaN | NaN | NaN | PREGÃO PRESENCIAL | 2017-01-04 00:00:00 | 2017-07-24 00:00:00 | NaN | LACEN - LABORATORIO CENTRAL DE SAÚDE PÚBLICA | NaN | MATERIAL DE LABORATORIO | NaT | EM ANDAMENTO |
| 10 | 31.201.004772.2017 | NaN | NaN | NaN | DISPENSA DE LICITAÇÃO | 2017-01-04 00:00:00 | NaN | NaN | SEIE/DEPARTAMENTO DE ESTRADAS DE RODAGEM | NaN | SERVIÇO DE CONSERVAÇÃO, HIGIENIZAÇÃO, LIMPEZA E MÃO DE OBRA ESPECIALIZADA. | NaT | PROCESSO CANCELADO |
| 11 | 31.201.477216.2017 | NaN | NaN | NaN | DISPENSA DE LICITAÇÃO | 2017-01-04 00:00:00 | NaN | NaN | SEIE/DEPARTAMENTO DE ESTRADAS DE RODAGEM | NaN | SERVIÇO DE CONSERVAÇÃO, HIGIENIZAÇÃO, LIMPEZA E MÃO DE OBRA ESPECIALIZADA. | NaT | PROCESSO CANCELADO |
| 12 | 31.206.008850.2017 | NaN | NaN | NaN | DISPENSA DE LICITAÇÃO | 2017-01-04 00:00:00 | NaN | NaN | SEIE/COMPANHIA DE ÁGUA E ESGOTOS DA PARAÍBA | NaN | MATERIAL DE CONSUMO | NaT | EM ANDAMENTO |
| 13 | 33.201.000005.2017 | NaN | NaN | NaN | COMPRA DIRETA | 2017-01-04 00:00:00 | NaN | NaN | SEC/FUNDAÇÃO ESPAÇO CULTURAL DA PARAÍBA | NaN | MATERIAL DE CONSUMO | NaT | EM ANDAMENTO |
| 14 | 22.000.272766.2017 | NaN | NaN | NaN | PREGÃO PRESENCIAL | 2017-01-05 00:00:00 | 2017-05-25 00:00:00 | 298 | SECRETARIA DE ESTADO DA EDUCAÇÃO | NaN | GÊNEROS ALIMENTÍCIOS | NaT | EM ANDAMENTO |
| 15 | 31.201.000029.2017 | NaN | NaN | NaN | DISPENSA DE LICITAÇÃO | 2017-01-05 00:00:00 | NaN | 1 | SEIE/DEPARTAMENTO DE ESTRADAS DE RODAGEM | NaN | SERVIÇO DE CONSERVAÇÃO, HIGIENIZAÇÃO, LIMPEZA E MÃO DE OBRA ESPECIALIZADA. | NaT | PROCESSO FINALIZADO DISPENSA |
| 16 | 31.206.034974.2017 | NaN | NaN | NaN | DISPENSA DE LICITAÇÃO | 2017-01-05 00:00:00 | NaN | 1 | SEIE/COMPANHIA DE ÁGUA E ESGOTOS DA PARAÍBA | NaN | MATERIAL PERMANENTE | NaT | PROCESSO FINALIZADO DISPENSA |
| 17 | 32.901.900002.2017 | NaN | NaN | NaN | COMPRA DIRETA | 2017-01-05 00:00:00 | NaN | NaN | SEDAP/FUNDO DE DESENVOLVIMENTO AGROPECUÁRIO DO ESTADO DA PARAÍBA | NaN | CONT. DE EMPRESA ESPECIALIZADA EM LOCAÇÃO DE MÁQUINAS COPIADORAS | NaT | EM ANDAMENTO |
| 18 | 31.202.002469.2017 | NaN | NaN | NaN | CONCORRÊNCIA | 2017-01-06 00:00:00 | NaN | NaN | SEIE/SUPERINTENDÊNCIA DE OBRAS DO PLANO DE DESENVOLVIMENTO DO ESTADO | NaN | REFORMA DA ESCOLA E CONSTRUÇÃO DO GINÁSIO PADRÃO NA E.E.E.F.M. CRISPIM COELHO - CAJAZEIRAS | NaT | EM ANDAMENTO |
| 19 | 31.202.002554.2017 | NaN | NaN | NaN | CONCORRÊNCIA | 2017-01-06 00:00:00 | NaN | NaN | SEIE/SUPERINTENDÊNCIA DE OBRAS DO PLANO DE DESENVOLVIMENTO DO ESTADO | NaN | CONST. NOVO PRÉDIO EEEFM DEP. ALVARO GAUDÊNCIO DE QUEIROZ, CAMPINA GRANDE/PB | NaT | EM ANDAMENTO |
| 20 | 31.206.031026.2017 | NaN | NaN | NaN | CONTRATAÇÃO DIRETA | 2017-01-06 00:00:00 | NaN | NaN | SEIE/COMPANHIA DE ÁGUA E ESGOTOS DA PARAÍBA | NaN | SERVIÇO DE ENGENHARIA | NaT | EM ANDAMENTO |
| 21 | 22.208.000002.2017 | NaN | NaN | NaN | COMPRA DIRETA | 2017-01-09 00:00:00 | NaN | 1 | SEE/FUNDAÇÃO CENTRO INTEGRADO DE APOIO AO PORTADOR DE DEFICIÊNCIA | NaN | AQUISIÇÃO BRINQUEDOS | NaT | EM ANDAMENTO |
| 22 | 31.202.002472.2017 | NaN | NaN | NaN | CONCORRÊNCIA | 2017-01-09 00:00:00 | NaN | NaN | SEIE/SUPERINTENDÊNCIA DE OBRAS DO PLANO DE DESENVOLVIMENTO DO ESTADO | NaN | REFORMA E AMPLIAÇÃO NA ESCOLA E.E.F.M. COELHO LISBOA, EM SANTA LUZIA-PB. | NaT | EM ANDAMENTO |
| 23 | 31.202.002589.2017 | NaN | NaN | NaN | CONCORRÊNCIA | 2017-01-09 00:00:00 | NaN | NaN | SEIE/SUPERINTENDÊNCIA DE OBRAS DO PLANO DE DESENVOLVIMENTO DO ESTADO | NaN | CONSTRUÇÃO DE UNIDADE ESCOLAR PADRÃO COM 12 SALAS DE AULA, NA CIDADE DE PICUÍ/PB. | NaT | EM ANDAMENTO |
| 24 | 31.203.000001.2017 | NaN | NaN | NaN | COMPRA DIRETA | 2017-01-09 00:00:00 | NaN | NaN | SEIE/COMPANHIA DOCAS DA PARAÍBA | NaN | CONTRATAÇÃO DE EMPRESA ESPECIALIZADA PARA REALIZAR A ATUALIZAÇÃO DO SITE | NaT | PROCESSO FINALIZADO DISPENSA |
| 25 | 31.206.034085.2017 | NaN | NaN | NaN | DISPENSA DE LICITAÇÃO | 2017-01-09 00:00:00 | NaN | NaN | SEIE/COMPANHIA DE ÁGUA E ESGOTOS DA PARAÍBA | NaN | MATERIAL DE CONSUMO | NaT | EM ANDAMENTO |
| 26 | TOTAL | NaN | NaN | NaN | 20 de 2863 | NaN | NaN | NaN | NaN | NaN | NaN | NaT | NaN |
In [61]:
'http://transparencia.pb.gov.br/compras/licitacoes'
colunas = ['Nº PROCESSO', 'MODALIDADE',
'DATA ABERTURA', 'DATA LICITAÇÃO', 'Nº PARTIC.', 'ÓRGÃO','OBJETO', 'SITUAÇÃO']
df_licitacoes = pd.read_excel('licitacoes.xlsx',
header=6
)
df_licitacoes = df_licitacoes[colunas].dropna(subset=['ÓRGÃO'])
df_licitacoes
Out[61]:
| Nº PROCESSO | MODALIDADE | DATA ABERTURA | DATA LICITAÇÃO | Nº PARTIC. | ÓRGÃO | OBJETO | SITUAÇÃO | |
|---|---|---|---|---|---|---|---|---|
| 0 | 31.206.024483.2017 | DISPENSA DE LICITAÇÃO | 2017-01-03 | NaT | NaN | SEIE/COMPANHIA DE ÁGUA E ESGOTOS DA PARAÍBA | SERVIÇO DE ENGENHARIA | EM ANDAMENTO |
| 1 | 31.206.036360.2017 | DISPENSA DE LICITAÇÃO | 2017-01-03 | NaT | NaN | SEIE/COMPANHIA DE ÁGUA E ESGOTOS DA PARAÍBA | SERVIÇO DE ENGENHARIA | EM ANDAMENTO |
| 2 | 22.000.027276.2017 | PREGÃO PRESENCIAL | 2017-01-04 | NaT | NaN | SECRETARIA DE ESTADO DA EDUCAÇÃO | GÊNEROS ALIMENTÍCIOS | PROCESSO CANCELADO |
| 3 | 25.234.000001.2017 | PREGÃO PRESENCIAL | 2017-01-04 | 2017-07-24 | NaN | LACEN - LABORATORIO CENTRAL DE SAÚDE PÚBLICA | MATERIAL DE LABORATORIO | EM ANDAMENTO |
| 4 | 31.201.004772.2017 | DISPENSA DE LICITAÇÃO | 2017-01-04 | NaT | NaN | SEIE/DEPARTAMENTO DE ESTRADAS DE RODAGEM | SERVIÇO DE CONSERVAÇÃO, HIGIENIZAÇÃO, LIMPEZA E MÃO DE OBRA ESPECIALIZADA. | PROCESSO CANCELADO |
| 5 | 31.201.477216.2017 | DISPENSA DE LICITAÇÃO | 2017-01-04 | NaT | NaN | SEIE/DEPARTAMENTO DE ESTRADAS DE RODAGEM | SERVIÇO DE CONSERVAÇÃO, HIGIENIZAÇÃO, LIMPEZA E MÃO DE OBRA ESPECIALIZADA. | PROCESSO CANCELADO |
| 6 | 31.206.008850.2017 | DISPENSA DE LICITAÇÃO | 2017-01-04 | NaT | NaN | SEIE/COMPANHIA DE ÁGUA E ESGOTOS DA PARAÍBA | MATERIAL DE CONSUMO | EM ANDAMENTO |
| 7 | 33.201.000005.2017 | COMPRA DIRETA | 2017-01-04 | NaT | NaN | SEC/FUNDAÇÃO ESPAÇO CULTURAL DA PARAÍBA | MATERIAL DE CONSUMO | EM ANDAMENTO |
| 8 | 22.000.272766.2017 | PREGÃO PRESENCIAL | 2017-01-05 | 2017-05-25 | 298.0 | SECRETARIA DE ESTADO DA EDUCAÇÃO | GÊNEROS ALIMENTÍCIOS | EM ANDAMENTO |
| 9 | 31.201.000029.2017 | DISPENSA DE LICITAÇÃO | 2017-01-05 | NaT | 1.0 | SEIE/DEPARTAMENTO DE ESTRADAS DE RODAGEM | SERVIÇO DE CONSERVAÇÃO, HIGIENIZAÇÃO, LIMPEZA E MÃO DE OBRA ESPECIALIZADA. | PROCESSO FINALIZADO DISPENSA |
| 10 | 31.206.034974.2017 | DISPENSA DE LICITAÇÃO | 2017-01-05 | NaT | 1.0 | SEIE/COMPANHIA DE ÁGUA E ESGOTOS DA PARAÍBA | MATERIAL PERMANENTE | PROCESSO FINALIZADO DISPENSA |
| 11 | 32.901.900002.2017 | COMPRA DIRETA | 2017-01-05 | NaT | NaN | SEDAP/FUNDO DE DESENVOLVIMENTO AGROPECUÁRIO DO ESTADO DA PARAÍBA | CONT. DE EMPRESA ESPECIALIZADA EM LOCAÇÃO DE MÁQUINAS COPIADORAS | EM ANDAMENTO |
| 12 | 31.202.002469.2017 | CONCORRÊNCIA | 2017-01-06 | NaT | NaN | SEIE/SUPERINTENDÊNCIA DE OBRAS DO PLANO DE DESENVOLVIMENTO DO ESTADO | REFORMA DA ESCOLA E CONSTRUÇÃO DO GINÁSIO PADRÃO NA E.E.E.F.M. CRISPIM COELHO - CAJAZEIRAS | EM ANDAMENTO |
| 13 | 31.202.002554.2017 | CONCORRÊNCIA | 2017-01-06 | NaT | NaN | SEIE/SUPERINTENDÊNCIA DE OBRAS DO PLANO DE DESENVOLVIMENTO DO ESTADO | CONST. NOVO PRÉDIO EEEFM DEP. ALVARO GAUDÊNCIO DE QUEIROZ, CAMPINA GRANDE/PB | EM ANDAMENTO |
| 14 | 31.206.031026.2017 | CONTRATAÇÃO DIRETA | 2017-01-06 | NaT | NaN | SEIE/COMPANHIA DE ÁGUA E ESGOTOS DA PARAÍBA | SERVIÇO DE ENGENHARIA | EM ANDAMENTO |
| 15 | 22.208.000002.2017 | COMPRA DIRETA | 2017-01-09 | NaT | 1.0 | SEE/FUNDAÇÃO CENTRO INTEGRADO DE APOIO AO PORTADOR DE DEFICIÊNCIA | AQUISIÇÃO BRINQUEDOS | EM ANDAMENTO |
| 16 | 31.202.002472.2017 | CONCORRÊNCIA | 2017-01-09 | NaT | NaN | SEIE/SUPERINTENDÊNCIA DE OBRAS DO PLANO DE DESENVOLVIMENTO DO ESTADO | REFORMA E AMPLIAÇÃO NA ESCOLA E.E.F.M. COELHO LISBOA, EM SANTA LUZIA-PB. | EM ANDAMENTO |
| 17 | 31.202.002589.2017 | CONCORRÊNCIA | 2017-01-09 | NaT | NaN | SEIE/SUPERINTENDÊNCIA DE OBRAS DO PLANO DE DESENVOLVIMENTO DO ESTADO | CONSTRUÇÃO DE UNIDADE ESCOLAR PADRÃO COM 12 SALAS DE AULA, NA CIDADE DE PICUÍ/PB. | EM ANDAMENTO |
| 18 | 31.203.000001.2017 | COMPRA DIRETA | 2017-01-09 | NaT | NaN | SEIE/COMPANHIA DOCAS DA PARAÍBA | CONTRATAÇÃO DE EMPRESA ESPECIALIZADA PARA REALIZAR A ATUALIZAÇÃO DO SITE | PROCESSO FINALIZADO DISPENSA |
| 19 | 31.206.034085.2017 | DISPENSA DE LICITAÇÃO | 2017-01-09 | NaT | NaN | SEIE/COMPANHIA DE ÁGUA E ESGOTOS DA PARAÍBA | MATERIAL DE CONSUMO | EM ANDAMENTO |
In [62]:
'http://transparencia.pb.gov.br/compras/licitacoes'
colunas = ['Nº PROCESSO', 'MODALIDADE',
'DATA ABERTURA', 'DATA LICITAÇÃO', 'Nº PARTIC.', 'ÓRGÃO','OBJETO', 'SITUAÇÃO']
df_licitacoes = pd.read_excel('licitacoes.xlsx', sheetname = None)
df_licitacoes = pd.concat(df_licitacoes,ignore_index=True)
df_licitacoes.columns = df_licitacoes.loc[5]
df_licitacoes = df_licitacoes.loc[6:]
df_licitacoes = df_licitacoes[colunas].dropna(subset=['ÓRGÃO'])
df_licitacoes.info()
#del df_licitacoes.columns.name
df_licitacoes
<class 'pandas.core.frame.DataFrame'> Int64Index: 2863 entries, 6 to 3583 Data columns (total 8 columns): Nº PROCESSO 2862 non-null object MODALIDADE 2863 non-null object DATA ABERTURA 2863 non-null object DATA LICITAÇÃO 112 non-null object Nº PARTIC. 623 non-null object ÓRGÃO 2863 non-null object OBJETO 2859 non-null object SITUAÇÃO 2863 non-null object dtypes: object(8) memory usage: 201.3+ KB
Out[62]:
| 5 | Nº PROCESSO | MODALIDADE | DATA ABERTURA | DATA LICITAÇÃO | Nº PARTIC. | ÓRGÃO | OBJETO | SITUAÇÃO |
|---|---|---|---|---|---|---|---|---|
| 6 | 31.206.024483.2017 | DISPENSA DE LICITAÇÃO | 2017-01-03 00:00:00 | NaN | NaN | SEIE/COMPANHIA DE ÁGUA E ESGOTOS DA PARAÍBA | SERVIÇO DE ENGENHARIA | EM ANDAMENTO |
| 7 | 31.206.036360.2017 | DISPENSA DE LICITAÇÃO | 2017-01-03 00:00:00 | NaN | NaN | SEIE/COMPANHIA DE ÁGUA E ESGOTOS DA PARAÍBA | SERVIÇO DE ENGENHARIA | EM ANDAMENTO |
| 8 | 22.000.027276.2017 | PREGÃO PRESENCIAL | 2017-01-04 00:00:00 | NaN | NaN | SECRETARIA DE ESTADO DA EDUCAÇÃO | GÊNEROS ALIMENTÍCIOS | PROCESSO CANCELADO |
| 9 | 25.234.000001.2017 | PREGÃO PRESENCIAL | 2017-01-04 00:00:00 | 2017-07-24 00:00:00 | NaN | LACEN - LABORATORIO CENTRAL DE SAÚDE PÚBLICA | MATERIAL DE LABORATORIO | EM ANDAMENTO |
| 10 | 31.201.004772.2017 | DISPENSA DE LICITAÇÃO | 2017-01-04 00:00:00 | NaN | NaN | SEIE/DEPARTAMENTO DE ESTRADAS DE RODAGEM | SERVIÇO DE CONSERVAÇÃO, HIGIENIZAÇÃO, LIMPEZA E MÃO DE OBRA ESPECIALIZADA. | PROCESSO CANCELADO |
| 11 | 31.201.477216.2017 | DISPENSA DE LICITAÇÃO | 2017-01-04 00:00:00 | NaN | NaN | SEIE/DEPARTAMENTO DE ESTRADAS DE RODAGEM | SERVIÇO DE CONSERVAÇÃO, HIGIENIZAÇÃO, LIMPEZA E MÃO DE OBRA ESPECIALIZADA. | PROCESSO CANCELADO |
| 12 | 31.206.008850.2017 | DISPENSA DE LICITAÇÃO | 2017-01-04 00:00:00 | NaN | NaN | SEIE/COMPANHIA DE ÁGUA E ESGOTOS DA PARAÍBA | MATERIAL DE CONSUMO | EM ANDAMENTO |
| 13 | 33.201.000005.2017 | COMPRA DIRETA | 2017-01-04 00:00:00 | NaN | NaN | SEC/FUNDAÇÃO ESPAÇO CULTURAL DA PARAÍBA | MATERIAL DE CONSUMO | EM ANDAMENTO |
| 14 | 22.000.272766.2017 | PREGÃO PRESENCIAL | 2017-01-05 00:00:00 | 2017-05-25 00:00:00 | 298 | SECRETARIA DE ESTADO DA EDUCAÇÃO | GÊNEROS ALIMENTÍCIOS | EM ANDAMENTO |
| 15 | 31.201.000029.2017 | DISPENSA DE LICITAÇÃO | 2017-01-05 00:00:00 | NaN | 1 | SEIE/DEPARTAMENTO DE ESTRADAS DE RODAGEM | SERVIÇO DE CONSERVAÇÃO, HIGIENIZAÇÃO, LIMPEZA E MÃO DE OBRA ESPECIALIZADA. | PROCESSO FINALIZADO DISPENSA |
| 16 | 31.206.034974.2017 | DISPENSA DE LICITAÇÃO | 2017-01-05 00:00:00 | NaN | 1 | SEIE/COMPANHIA DE ÁGUA E ESGOTOS DA PARAÍBA | MATERIAL PERMANENTE | PROCESSO FINALIZADO DISPENSA |
| 17 | 32.901.900002.2017 | COMPRA DIRETA | 2017-01-05 00:00:00 | NaN | NaN | SEDAP/FUNDO DE DESENVOLVIMENTO AGROPECUÁRIO DO ESTADO DA PARAÍBA | CONT. DE EMPRESA ESPECIALIZADA EM LOCAÇÃO DE MÁQUINAS COPIADORAS | EM ANDAMENTO |
| 18 | 31.202.002469.2017 | CONCORRÊNCIA | 2017-01-06 00:00:00 | NaN | NaN | SEIE/SUPERINTENDÊNCIA DE OBRAS DO PLANO DE DESENVOLVIMENTO DO ESTADO | REFORMA DA ESCOLA E CONSTRUÇÃO DO GINÁSIO PADRÃO NA E.E.E.F.M. CRISPIM COELHO - CAJAZEIRAS | EM ANDAMENTO |
| 19 | 31.202.002554.2017 | CONCORRÊNCIA | 2017-01-06 00:00:00 | NaN | NaN | SEIE/SUPERINTENDÊNCIA DE OBRAS DO PLANO DE DESENVOLVIMENTO DO ESTADO | CONST. NOVO PRÉDIO EEEFM DEP. ALVARO GAUDÊNCIO DE QUEIROZ, CAMPINA GRANDE/PB | EM ANDAMENTO |
| 20 | 31.206.031026.2017 | CONTRATAÇÃO DIRETA | 2017-01-06 00:00:00 | NaN | NaN | SEIE/COMPANHIA DE ÁGUA E ESGOTOS DA PARAÍBA | SERVIÇO DE ENGENHARIA | EM ANDAMENTO |
| 21 | 22.208.000002.2017 | COMPRA DIRETA | 2017-01-09 00:00:00 | NaN | 1 | SEE/FUNDAÇÃO CENTRO INTEGRADO DE APOIO AO PORTADOR DE DEFICIÊNCIA | AQUISIÇÃO BRINQUEDOS | EM ANDAMENTO |
| 22 | 31.202.002472.2017 | CONCORRÊNCIA | 2017-01-09 00:00:00 | NaN | NaN | SEIE/SUPERINTENDÊNCIA DE OBRAS DO PLANO DE DESENVOLVIMENTO DO ESTADO | REFORMA E AMPLIAÇÃO NA ESCOLA E.E.F.M. COELHO LISBOA, EM SANTA LUZIA-PB. | EM ANDAMENTO |
| 23 | 31.202.002589.2017 | CONCORRÊNCIA | 2017-01-09 00:00:00 | NaN | NaN | SEIE/SUPERINTENDÊNCIA DE OBRAS DO PLANO DE DESENVOLVIMENTO DO ESTADO | CONSTRUÇÃO DE UNIDADE ESCOLAR PADRÃO COM 12 SALAS DE AULA, NA CIDADE DE PICUÍ/PB. | EM ANDAMENTO |
| 24 | 31.203.000001.2017 | COMPRA DIRETA | 2017-01-09 00:00:00 | NaN | NaN | SEIE/COMPANHIA DOCAS DA PARAÍBA | CONTRATAÇÃO DE EMPRESA ESPECIALIZADA PARA REALIZAR A ATUALIZAÇÃO DO SITE | PROCESSO FINALIZADO DISPENSA |
| 25 | 31.206.034085.2017 | DISPENSA DE LICITAÇÃO | 2017-01-09 00:00:00 | NaN | NaN | SEIE/COMPANHIA DE ÁGUA E ESGOTOS DA PARAÍBA | MATERIAL DE CONSUMO | EM ANDAMENTO |
| 31 | 22.000.328410.2017 | COMPRA DIRETA | 2017-02-06 00:00:00 | NaN | 1 | SECRETARIA DE ESTADO DA EDUCAÇÃO | MODEM PARA REPOSIÇÃO NOS LABORATÓRIOS DE INFORMÁTICA | PROCESSO FINALIZADO DISPENSA |
| 32 | 22.208.000010.2017 | COMPRA DIRETA | 2017-02-06 00:00:00 | NaN | NaN | SEE/FUNDAÇÃO CENTRO INTEGRADO DE APOIO AO PORTADOR DE DEFICIÊNCIA | AQUISIÇÃO BOBINAS PLÁSTICAS | PROCESSO FINALIZADO DISPENSA |
| 33 | 23.901.000003.2017 | COMPRA DIRETA | 2017-02-06 00:00:00 | NaN | NaN | CBMPB/FUNDO ESPECIAL DO CORPO DE BOMBEIROS | AQUISIÇÃO DE ESTAÇÕES DE TRABALHO PARA COMISSÃO PERMANENTE DE LICITAÇÃO | PROCESSO FINALIZADO DISPENSA |
| 34 | 27.000.000066.2017 | COMPRA DIRETA | 2017-02-06 00:00:00 | NaN | NaN | SECRETARIA DE ESTADO DE DESENVOLVIMENTO HUMANO | AQUISIÇÃO DE CONSUMO(LUMINÁRIA) - CASA DA CIDADANIA DE MANAÍRA | EM ANDAMENTO |
| 35 | 27.000.000221.2017 | COMPRA DIRETA | 2017-02-06 00:00:00 | NaN | NaN | SECRETARIA DE ESTADO DE DESENVOLVIMENTO HUMANO | AQUISIÇÃO DE MATERIAL DE CONSUMO(TALHERES) - GERÊNCIA DE PATRIMÔNIO | PROCESSO FINALIZADO DISPENSA |
| 36 | 27.000.000254.2017 | COMPRA DIRETA | 2017-02-06 00:00:00 | NaN | NaN | SECRETARIA DE ESTADO DE DESENVOLVIMENTO HUMANO | SERVIÇO DE RECUPERAÇÃO E MANUTENÇÃO - CASA DA CID. JAGUARIBE E CICA | EM ANDAMENTO |
| 37 | 31.000.000214.2017 | COMPRA DIRETA | 2017-02-06 00:00:00 | NaN | NaN | SECRETARIA DE ESTADO DA INFRAESTRUTURA, DOS RECURSOS HÍDRICOS, DO MEIO AMBIENTE E DA CIÊNCIA E TECNOLOGIA | SOLICITAMOS AQUISIÇÃO DE PASSAGENS AEREAS PARA O SENHOR SECRETARIO DA PASTA. | PROCESSO CANCELADO |
| 38 | 31.201.003389.2017 | TOMADA DE PREÇOS | 2017-02-06 00:00:00 | NaN | NaN | SEIE/DEPARTAMENTO DE ESTRADAS DE RODAGEM | CONSTRUÇÃO DE PASSARELAS METÁLICAS PARA PEDESTRES E RECUPERAÇÃO DA PONTE EM PATOS | EM ANDAMENTO |
| 39 | 33.201.10582016.2017 | PREGÃO PRESENCIAL | 2017-02-06 00:00:00 | NaN | NaN | SEC/FUNDAÇÃO ESPAÇO CULTURAL DA PARAÍBA | MATERIAL PERMANENTE. | PROCESSO CANCELADO |
| 40 | 22.000.038891.2017 | COMPRA DIRETA | 2017-02-07 00:00:00 | NaN | 1 | SECRETARIA DE ESTADO DA EDUCAÇÃO | AQUISIÇÃO DE CAFÉ | PROCESSO FINALIZADO DISPENSA |
| ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 3549 | 19.201.001684.2017 | COMPRA DIRETA | 2017-06-01 00:00:00 | NaN | NaN | SEAD/INSTITUTO DE ASSISTÊNCIA À SAÚDE DO SERVIDOR | CONFECÇÃO DE CARIMBOS | EM ANDAMENTO |
| 3550 | 21.000.000132.2017 | COMPRA DIRETA | 2017-06-01 00:00:00 | NaN | 1 | SECRETARIA DE ESTADO DO TURISMO E DO DESENVOLVIMENTO ECONÔMICO | SERVIÇO DE MANUTENÇÃO PREVENTIVA E CORRETIVA NA CAIXA CÊNICA DO TEATRO PEDRA DO REINO | PROCESSO FINALIZADO DISPENSA |
| 3551 | 25.203.000403.2017 | COMPRA DIRETA | 2017-06-01 00:00:00 | NaN | NaN | SES/COMPLEXO DE SAÚDE DE CRUZ DAS ARMAS | AQUISIÇÃO DE SUPORTE E DISCO PARA ENCERADEIRA. | EM ANDAMENTO |
| 3552 | 25.203.000405.2017 | COMPRA DIRETA | 2017-06-01 00:00:00 | NaN | NaN | SES/COMPLEXO DE SAÚDE DE CRUZ DAS ARMAS | SERVIÇO DE MANUTENÇÃO PREVENTIVA E CORRETIVA DO APARELHO DE ULTRASSOM. | EM ANDAMENTO |
| 3553 | 25.203.000406.2017 | COMPRA DIRETA | 2017-06-01 00:00:00 | NaN | NaN | SES/COMPLEXO DE SAÚDE DE CRUZ DAS ARMAS | AQUISIÇÃO DE MATERIAL MEDICO TIPO COMPRESSA DE CAMPO OPERATORIO. | EM ANDAMENTO |
| 3554 | 25.207.000162.2017 | COMPRA DIRETA | 2017-06-01 00:00:00 | NaN | NaN | SES/COMPLEXO DE SAÚDE DE GUARABIRA | AQUISIÇÃO DE GÊNEROS ALIMENTÍCIOS NÃO PERECÍVEIS | PROCESSO FINALIZADO DISPENSA |
| 3555 | 26.201.008338.2017 | INEXIGIBILIDADE | 2017-06-01 00:00:00 | NaN | NaN | SEDS/DEPARTAMENTO ESTADUAL DE TRÂNSITO | CONTRATAÇÃO DE SERVIÇOS ESPECIALIZADOS DE TECNOLOGIA DA INFORMAÇÃO | EM ANDAMENTO |
| 3556 | 27.000.001090.2017 | COMPRA DIRETA | 2017-06-01 00:00:00 | NaN | NaN | SECRETARIA DE ESTADO DE DESENVOLVIMENTO HUMANO | SERVIÇO - LOCAÇÃO DE BANHEIRO | PROCESSO FINALIZADO DISPENSA |
| 3557 | 27.000.001984.2017 | COMPRA DIRETA | 2017-06-01 00:00:00 | NaN | 1 | SECRETARIA DE ESTADO DE DESENVOLVIMENTO HUMANO | AQUISIÇÃO DE MATERIAL - CAIXA DE ARQUIVO MORTO | PROCESSO FINALIZADO DISPENSA |
| 3558 | 27.000.002110.2017 | COMPRA DIRETA | 2017-06-01 00:00:00 | NaN | NaN | SECRETARIA DE ESTADO DE DESENVOLVIMENTO HUMANO | SERVIÇO DE MANUTENÇÃO PREVENTIVA EM MAQUINAS DE COSTURA - GEAS | PROCESSO FINALIZADO DISPENSA |
| 3564 | 27.000.002181.2017 | COMPRA DIRETA | 2017-06-01 00:00:00 | NaN | NaN | SECRETARIA DE ESTADO DE DESENVOLVIMENTO HUMANO | AQUISIÇÃO DE MATERIAL - HIGIÊNICO | PROCESSO FINALIZADO DISPENSA |
| 3565 | 27.000.002232.2017 | COMPRA DIRETA | 2017-06-01 00:00:00 | NaN | 1 | SECRETARIA DE ESTADO DE DESENVOLVIMENTO HUMANO | AQUISIÇÃO DE MATERIAL DE CONSUMO(COLA QUENTE E OUTROS) | PROCESSO FINALIZADO DISPENSA |
| 3566 | 27.201.001383.2017 | COMPRA DIRETA | 2017-06-01 00:00:00 | NaN | 1 | SEDH/FUND. DESENV. CRIANÇA E ADOLESC"ALICE DE ALMEIDA" | MATERIAL DE CONSUMO (PEÇA PARA MOTO). | EM ANDAMENTO |
| 3567 | 31.205.001621.2017 | COMPRA DIRETA | 2017-06-01 00:00:00 | NaN | 1 | SECTMA/SUPERINTENDÊNCIA DE ADMINISTRAÇÃO DO MEIO AMBIENTE | AQUISIÇÃO DE BLOCOS DE INFRAÇÃO, NOTIFICAÇÃO E APREENÇÃO | PROCESSO FINALIZADO DISPENSA |
| 3568 | 31.205.002380.2017 | COMPRA DIRETA | 2017-06-01 00:00:00 | NaN | 1 | SECTMA/SUPERINTENDÊNCIA DE ADMINISTRAÇÃO DO MEIO AMBIENTE | PORTA DA CCF (MATERIAIS E SERVIÇOS) | PROCESSO FINALIZADO DISPENSA |
| 3569 | 31.206.044332.2017 | PREGÃO ELETRÔNICO | 2017-06-01 00:00:00 | NaN | NaN | SEIE/COMPANHIA DE ÁGUA E ESGOTOS DA PARAÍBA | MATERIAL DE CONSUMO | EM ANDAMENTO |
| 3570 | 31.206.052534.2017 | COMPRA DIRETA | 2017-06-01 00:00:00 | NaN | NaN | SEIE/COMPANHIA DE ÁGUA E ESGOTOS DA PARAÍBA | SERVIÇO DE PESSOA JURÍDICA | EM ANDAMENTO |
| 3571 | 31.206.052970.2017 | COMPRA DIRETA | 2017-06-01 00:00:00 | NaN | NaN | SEIE/COMPANHIA DE ÁGUA E ESGOTOS DA PARAÍBA | MATERIAL DE CONSUMO | EM ANDAMENTO |
| 3572 | 32.202.000227.2017 | PREGÃO PRESENCIAL | 2017-06-01 00:00:00 | NaN | NaN | SEDAP/EMPRESA ESTADUAL DE PESQUISA AGROPECUÁRIA DA PARAÍBA | MATERIAL PERMANENTE | EM ANDAMENTO |
| 3573 | 32.204.000099.2017 | COMPRA DIRETA | 2017-06-01 00:00:00 | NaN | NaN | SEDAP/EMPRESA PARAIBANA DE ABASTECIMENTO E SERVIÇOS AGRÍCOLAS | SERVIÇOS | PROCESSO FINALIZADO DISPENSA |
| 3574 | 32.204.000100.2017 | COMPRA DIRETA | 2017-06-01 00:00:00 | NaN | NaN | SEDAP/EMPRESA PARAIBANA DE ABASTECIMENTO E SERVIÇOS AGRÍCOLAS | SERVIÇOS | PROCESSO FINALIZADO DISPENSA |
| 3575 | 32.204.000101.2017 | COMPRA DIRETA | 2017-06-01 00:00:00 | NaN | NaN | SEDAP/EMPRESA PARAIBANA DE ABASTECIMENTO E SERVIÇOS AGRÍCOLAS | SERVIÇOS | PROCESSO FINALIZADO DISPENSA |
| 3576 | 32.204.000102.2017 | COMPRA DIRETA | 2017-06-01 00:00:00 | NaN | NaN | SEDAP/EMPRESA PARAIBANA DE ABASTECIMENTO E SERVIÇOS AGRÍCOLAS | SERVIÇOS | PROCESSO FINALIZADO DISPENSA |
| 3577 | 32.204.000103.2017 | COMPRA DIRETA | 2017-06-01 00:00:00 | NaN | NaN | SEDAP/EMPRESA PARAIBANA DE ABASTECIMENTO E SERVIÇOS AGRÍCOLAS | SERVIÇOS | PROCESSO FINALIZADO DISPENSA |
| 3578 | 07.901.000033.2017 | COMPRA DIRETA | 2017-06-02 00:00:00 | NaN | 1 | SEJEL/FUNDO DE APOIO AO ESPORTE E LASER | AQUISIÇÃO DE 01 TRANSFORMADOR DE 75 KVA RECONDICIONADO | PROCESSO FINALIZADO DISPENSA |
| 3579 | 14.901.000084.2017 | COMPRA DIRETA | 2017-06-02 00:00:00 | NaN | 1 | DPPB/FUNDO ESTADUAL DE DEFESA DOS DIREITOS DO CONSUMIDOR | AQUISIÇÃO DE RELÓGIO DE PONTO ELETRÔNICO | PROCESSO FINALIZADO DISPENSA |
| 3580 | 19.000.125823.2017 | COMPRA DIRETA | 2017-06-02 00:00:00 | NaN | 1 | SECRETARIA DE ESTADO DA ADMINISTRAÇÃO | MATERIAL DE CONSUMO | PROCESSO FINALIZADO DISPENSA |
| 3581 | 19.000.170125823.2017 | COMPRA DIRETA | 2017-06-02 00:00:00 | NaN | NaN | SECRETARIA DE ESTADO DA ADMINISTRAÇÃO | MATERIAL DE CONSUMO | PROCESSO CANCELADO |
| 3582 | 25.000.1905533.2017 | DISPENSA DE LICITAÇÃO | 2017-06-02 00:00:00 | NaN | NaN | SECRETARIA DE ESTADO DA SAÚDE | AQUISIÇÃO EMERGENCIAL DE MEDICAMENTO PARA ATENDER DEMANDA JUDICIAL | PROCESSO FINALIZADO DISPENSA |
| 3583 | 25.000.505591.2017 | DISPENSA DE LICITAÇÃO | 2017-06-02 00:00:00 | NaN | NaN | SECRETARIA DE ESTADO DA SAÚDE | AQUISIÇÃO EMERGENCIAL DE MEDICAMENTO PARA ATENDER DEMANDA JUDICIAL | PROCESSO FINALIZADO DISPENSA |
2863 rows × 8 columns
PD.READ_HTML()¶
In [63]:
'Municípios da Paraíba'
try:df_municipios = pd.read_html('https://pt.wikipedia.org/wiki/Lista_de_munic%C3%ADpios_da_Para%C3%ADba',
header=0)
except: df_municipios = pd.read_html('Lista de municípios da Paraíba – Wikipédia, a enciclopédia livre.html',
header=0)
print(type(df_municipios))
df_municipios = df_municipios[0]
df_municipios.info()
df_municipios
<class 'list'> <class 'pandas.core.frame.DataFrame'> RangeIndex: 223 entries, 0 to 222 Data columns (total 5 columns): Localização 0 non-null float64 Município 223 non-null object Área (km²) 223 non-null int64 Mesorregião 223 non-null object Microrregião 223 non-null object dtypes: float64(1), int64(1), object(3) memory usage: 8.8+ KB
Out[63]:
| Localização | Município | Área (km²) | Mesorregião | Microrregião | |
|---|---|---|---|---|---|
| 0 | NaN | Água Branca | 220648 | Sertão Paraibano | Serra do Teixeira |
| 1 | NaN | Aguiar | 344691 | Sertão Paraibano | Piancó |
| 2 | NaN | Alagoa Grande | 320558 | Agreste Paraibano | Brejo Paraibano |
| 3 | NaN | Alagoa Nova | 122254 | Agreste Paraibano | Brejo Paraibano |
| 4 | NaN | Alagoinha | 85060 | Agreste Paraibano | Guarabira |
| 5 | NaN | Alcantil | 305391 | Borborema | Cariri Oriental |
| 6 | NaN | Algodão de Jandaíra | 220246 | Agreste Paraibano | Curimataú Ocidental |
| 7 | NaN | Alhandra | 182656 | Mata Paraibana | Litoral Sul |
| 8 | NaN | Amparo | 121983 | Borborema | Cariri Ocidental |
| 9 | NaN | Aparecida | 229153 | Sertão Paraibano | Sousa |
| 10 | NaN | Araçagi | 229722 | Agreste Paraibano | Guarabira |
| 11 | NaN | Arara | 99112 | Agreste Paraibano | Curimataú Ocidental |
| 12 | NaN | Araruna | 245720 | Agreste Paraibano | Curimataú Oriental |
| 13 | NaN | Areia | 269424 | Agreste Paraibano | Brejo Paraibano |
| 14 | NaN | Areia de Baraúnas | 96342 | Sertão Paraibano | Patos |
| 15 | NaN | Areial | 33935 | Agreste Paraibano | Esperança |
| 16 | NaN | Aroeiras | 374674 | Agreste Paraibano | Umbuzeiro |
| 17 | NaN | Assunção | 126427 | Borborema | Cariri Ocidental |
| 18 | NaN | Baía da Traição | 102364 | Mata Paraibana | Litoral Norte |
| 19 | NaN | Bananeiras | 257981 | Agreste Paraibano | Brejo Paraibano |
| 20 | NaN | Baraúna | 50577 | Borborema | Seridó Oriental Paraibano |
| 21 | NaN | Barra de Santa Rosa | 825097 | Agreste Paraibano | Curimataú Ocidental |
| 22 | NaN | Barra de Santana | 369290 | Borborema | Cariri Oriental |
| 23 | NaN | Barra de São Miguel | 595205 | Borborema | Cariri Oriental |
| 24 | NaN | Bayeux | 31784 | Mata Paraibana | João Pessoa |
| 25 | NaN | Belém | 100143 | Agreste Paraibano | Guarabira |
| 26 | NaN | Belém do Brejo do Cruz | 603038 | Sertão Paraibano | Catolé do Rocha |
| 27 | NaN | Bernardino Batista | 50628 | Sertão Paraibano | Cajazeiras |
| 28 | NaN | Boa Ventura | 132136 | Sertão Paraibano | Itaporanga |
| 29 | NaN | Boa Vista | 476539 | Agreste Paraibano | Campina Grande |
| ... | ... | ... | ... | ... | ... |
| 193 | NaN | São Mamede | 530724 | Borborema | Seridó Ocidental Paraibano |
| 194 | NaN | São Miguel de Taipu | 92524 | Mata Paraibana | Sapé |
| 195 | NaN | São Sebastião de Lagoa de Roça | 49882 | Agreste Paraibano | Esperança |
| 196 | NaN | São Sebastião do Umbuzeiro | 460569 | Borborema | Cariri Ocidental |
| 197 | NaN | Sapé | 316330 | Mata Paraibana | Sapé |
| 198 | NaN | São Vicente do Seridó | 276460 | Borborema | Seridó Oriental Paraibano |
| 199 | NaN | Serra Branca | 737743 | Borborema | Cariri Ocidental |
| 200 | NaN | Serra da Raiz | 28984 | Agreste Paraibano | Guarabira |
| 201 | NaN | Serra Grande | 83473 | Sertão Paraibano | Itaporanga |
| 202 | NaN | Serra Redonda | 55906 | Agreste Paraibano | Campina Grande |
| 203 | NaN | Serraria | 75397 | Agreste Paraibano | Brejo Paraibano |
| 204 | NaN | Sertãozinho | 32798 | Agreste Paraibano | Guarabira |
| 205 | NaN | Sobrado | 63093 | Mata Paraibana | Sapé |
| 206 | NaN | Solânea | 265921 | Agreste Paraibano | Curimataú Oriental |
| 207 | NaN | Soledade | 560062 | Agreste Paraibano | Curimataú Ocidental |
| 208 | NaN | Sossêgo | 154795 | Agreste Paraibano | Curimataú Ocidental |
| 209 | NaN | Sousa | 842487 | Sertão Paraibano | Sousa |
| 210 | NaN | Sumé | 838058 | Borborema | Cariri Ocidental |
| 211 | NaN | Tacima | 246656 | Agreste Paraibano | Curimataú Oriental |
| 212 | NaN | Taperoá | 639959 | Borborema | Cariri Ocidental |
| 213 | NaN | Tavares | 228599 | Sertão Paraibano | Serra do Teixeira |
| 214 | NaN | Teixeira | 114437 | Sertão Paraibano | Serra do Teixeira |
| 215 | NaN | Tenório | 105270 | Borborema | Seridó Oriental Paraibano |
| 216 | NaN | Triunfo | 222947 | Sertão Paraibano | Cajazeiras |
| 217 | NaN | Uiraúna | 294495 | Sertão Paraibano | Cajazeiras |
| 218 | NaN | Umbuzeiro | 180872 | Agreste Paraibano | Umbuzeiro |
| 219 | NaN | Várzea | 190444 | Borborema | Seridó Ocidental Paraibano |
| 220 | NaN | Vieirópolis | 146778 | Sertão Paraibano | Sousa |
| 221 | NaN | Vista Serrana | 61361 | Sertão Paraibano | Sousa |
| 222 | NaN | Zabelê | 109394 | Borborema | Cariri Ocidental |
223 rows × 5 columns
In [64]:
import sqlite3
pasta = 'c:/users/alberto/documents/cargos_tce/'
conn = sqlite3.connect(pasta+'folhapessoal.db') # Cria a sua conexao
df1 = pd.read_sql_query('SELECT * FROM folhaparaiba LIMIT 1000', conn)
df1
Out[64]:
| servidor | cpf | cargo | natureza | mes_ano | remuneracao | poder | orgao | data_admissao | |
|---|---|---|---|---|---|---|---|---|---|
| 0 | ###725077## | Assessor Parlamentar | Comissionado | 01/2009 | R$ 415,00 | Câmara Municipal de Dona Inês | CAMARA MUNICIPAL DE DONA INES | ||
| 1 | ###160634## | CHEFE DE GABINETE | Comissionado | 01/2009 | R$ 1.200,00 | Câmara Municipal de Rio Tinto | |||
| 2 | ###511294## | PROFESSOR P2 | Efetivo | 01/2009 | R$ 879,67 | Prefeitura Municipal de Bom Sucesso | SEC.MUN. DE OBRAS,TRANSP,. E SERV. URBANOS | ||
| 3 | ###294904## | PROFESSOR A-III | Efetivo | 01/2009 | R$ 686,28 | Prefeitura Municipal de Borborema | SECRETARIA DE EDUCAÇÃO | ||
| 4 | ###725077## | Assessor Parlamentar | Comissionado | 02/2009 | R$ 465,00 | Câmara Municipal de Dona Inês | CAMARA MUNICIPAL DE DONA INES | ||
| 5 | ###160634## | CHEFE DE GABINETE | Comissionado | 02/2009 | R$ 1.200,00 | Câmara Municipal de Rio Tinto | |||
| 6 | ###511294## | PROFESSOR P2 | Efetivo | 02/2009 | R$ 1.229,67 | Prefeitura Municipal de Bom Sucesso | SEC.MUN. DE OBRAS,TRANSP,. E SERV. URBANOS | ||
| 7 | ###294904## | PROFESSOR A-III | Efetivo | 02/2009 | R$ 576,47 | Prefeitura Municipal de Borborema | SECRETARIA DE EDUCAÇÃO | ||
| 8 | ###725077## | Assessor Parlamentar | Comissionado | 03/2009 | R$ 465,00 | Câmara Municipal de Dona Inês | CAMARA MUNICIPAL DE DONA INES | ||
| 9 | ###160634## | CHEFE DE GABINETE | Comissionado | 03/2009 | R$ 1.200,00 | Câmara Municipal de Rio Tinto | |||
| 10 | ###511294## | PROFESSOR P2 | Efetivo | 03/2009 | R$ 1.929,67 | Prefeitura Municipal de Bom Sucesso | SEC.MUN. DE OBRAS,TRANSP,. E SERV. URBANOS | ||
| 11 | ###294904## | PROFESSOR A-III | Efetivo | 03/2009 | R$ 576,47 | Prefeitura Municipal de Borborema | SECRETARIA DE EDUCAÇÃO | ||
| 12 | ###307644## | TECNICO DE ENFERMAGEM (C) | Contratação por excepcional interesse público | 03/2009 | R$ 350,00 | Prefeitura Municipal de Sumé | SECRETARIA DE SAÚDE (FMS) | ||
| 13 | ###725077## | Assessor Parlamentar | Comissionado | 04/2009 | R$ 465,00 | Câmara Municipal de Dona Inês | CAMARA MUNICIPAL DE DONA INES | ||
| 14 | ###160634## | CHEFE DE GABINETE | Comissionado | 04/2009 | R$ 1.200,00 | Câmara Municipal de Rio Tinto | |||
| 15 | ###511294## | PROFESSOR P2 | Efetivo | 04/2009 | R$ 1.229,67 | Prefeitura Municipal de Bom Sucesso | SEC.MUN. DE OBRAS,TRANSP,. E SERV. URBANOS | ||
| 16 | ###294904## | PROFESSOR A-III | Efetivo | 04/2009 | R$ 576,47 | Prefeitura Municipal de Borborema | SECRETARIA DE EDUCAÇÃO | ||
| 17 | ###307644## | TECNICO DE ENFERMAGEM (C) | Contratação por excepcional interesse público | 04/2009 | R$ 350,00 | Prefeitura Municipal de Sumé | SECRETARIA DE SAÚDE (FMS) | ||
| 18 | ###725077## | Assessor Parlamentar | Comissionado | 05/2009 | R$ 465,00 | Câmara Municipal de Dona Inês | CAMARA MUNICIPAL DE DONA INES | ||
| 19 | ###160634## | CHEFE DE GABINETE | Comissionado | 05/2009 | R$ 1.200,00 | Câmara Municipal de Rio Tinto | |||
| 20 | ###511294## | PROFESSOR P2 | Efetivo | 05/2009 | R$ 1.929,67 | Prefeitura Municipal de Bom Sucesso | SEC.MUN. DE OBRAS,TRANSP,. E SERV. URBANOS | ||
| 21 | ###294904## | PROFESSOR A-III | Efetivo | 05/2009 | R$ 576,47 | Prefeitura Municipal de Borborema | SECRETARIA DE EDUCAÇÃO | ||
| 22 | ###307644## | TECNICO DE ENFERMAGEM (C) | Contratação por excepcional interesse público | 05/2009 | R$ 350,00 | Prefeitura Municipal de Sumé | SECRETARIA DE SAÚDE (FMS) | ||
| 23 | ###725077## | Assessor Parlamentar | Comissionado | 06/2009 | R$ 465,00 | Câmara Municipal de Dona Inês | CAMARA MUNICIPAL DE DONA INES | ||
| 24 | ###160634## | CHEFE DE GABINETE | Comissionado | 06/2009 | R$ 1.800,00 | Câmara Municipal de Rio Tinto | |||
| 25 | ###511294## | PROFESSOR P2 | Efetivo | 06/2009 | R$ 1.229,67 | Prefeitura Municipal de Bom Sucesso | SEC.MUN. DE OBRAS,TRANSP,. E SERV. URBANOS | ||
| 26 | ###294904## | PROFESSOR A-III | Efetivo | 06/2009 | R$ 576,47 | Prefeitura Municipal de Borborema | SECRETARIA DE EDUCAÇÃO | ||
| 27 | ###307644## | TECNICO DE ENFERMAGEM (C) | Contratação por excepcional interesse público | 06/2009 | R$ 450,00 | Prefeitura Municipal de Sumé | SECRETARIA DE SAÚDE (FMS) | ||
| 28 | ###725077## | Assessor Parlamentar | Comissionado | 07/2009 | R$ 490,66 | Câmara Municipal de Dona Inês | CAMARA MUNICIPAL DE DONA INES | ||
| 29 | ###160634## | CHEFE DE GABINETE | Comissionado | 07/2009 | R$ 1.200,00 | Câmara Municipal de Rio Tinto | |||
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 970 | ABANAK PAULINO DE SIQUEIRA | ###241964## | CONSELHEIRO(A) TUTELAR | Eletivo | 06/2012 | R$ 622,00 | Prefeitura Municipal de São José de Princesa | SECRETARIA DE CULTURA E DESPORTO | |
| 971 | ABANAK PAULINO DE SIQUEIRA | ###241964## | CONSELHEIRO(A) TUTELAR | Eletivo | 07/2012 | R$ 622,00 | Prefeitura Municipal de São José de Princesa | SECRETARIA DE CULTURA E DESPORTO | |
| 972 | ABANAK PAULINO DE SIQUEIRA | ###241964## | CONSELHEIRO(A) TUTELAR | Eletivo | 08/2012 | R$ 622,00 | Prefeitura Municipal de São José de Princesa | SECRETARIA DE CULTURA E DESPORTO | |
| 973 | ABANESIA PINTO DE SOUSA | ###977097## | SECRETARIO DE TRAB.E ACAO SOCI | Comissionado | 01/2009 | R$ 1.800,00 | Prefeitura Municipal de Caldas Brandão | FUNDO MUNICIPAL DE ASSISTENCIA SOCIAL | |
| 974 | ABANESIA PINTO DE SOUSA | ###977097## | SECRETARIO DE TRAB.E ACAO SOCI | Comissionado | 02/2009 | R$ 1.800,00 | Prefeitura Municipal de Caldas Brandão | FUNDO MUNICIPAL DE ASSISTENCIA SOCIAL | |
| 975 | ABANESIA PINTO DE SOUSA | ###977097## | SECRETARIO DE TRAB.E ACAO SOCI | Comissionado | 03/2009 | R$ 1.800,00 | Prefeitura Municipal de Caldas Brandão | FUNDO MUNICIPAL DE ASSISTENCIA SOCIAL | |
| 976 | ABANESIA PINTO DE SOUSA | ###977097## | SECRETARIO DE TRAB.E ACAO SOCI | Comissionado | 04/2009 | R$ 1.800,00 | Prefeitura Municipal de Caldas Brandão | FUNDO MUNICIPAL DE ASSISTENCIA SOCIAL | |
| 977 | ABANESIA PINTO DE SOUSA | ###977097## | SECRETARIO DE TRAB.E ACAO SOCI | Comissionado | 05/2009 | R$ 1.800,00 | Prefeitura Municipal de Caldas Brandão | FUNDO MUNICIPAL DE ASSISTENCIA SOCIAL | |
| 978 | ABANESIA PINTO DE SOUSA | ###977097## | SECRETARIO DE TRAB.E ACAO SOCI | Comissionado | 06/2009 | R$ 1.800,00 | Prefeitura Municipal de Caldas Brandão | FUNDO MUNICIPAL DE ASSISTENCIA SOCIAL | |
| 979 | ABANESIA PINTO DE SOUSA | ###977097## | SECRETARIO DE TRAB.E ACAO SOCI | Comissionado | 07/2009 | R$ 1.800,00 | Prefeitura Municipal de Caldas Brandão | FUNDO MUNICIPAL DE ASSISTENCIA SOCIAL | |
| 980 | ABANESIA PINTO DE SOUSA | ###977097## | SECRETARIO DE TRAB.E ACAO SOCI | Comissionado | 08/2009 | R$ 1.800,00 | Prefeitura Municipal de Caldas Brandão | FUNDO MUNICIPAL DE ASSISTENCIA SOCIAL | |
| 981 | ABANESIA PINTO DE SOUSA | ###977097## | SECRETARIO DE TRAB.E ACAO SOCI | Comissionado | 09/2009 | R$ 1.800,00 | Prefeitura Municipal de Caldas Brandão | FUNDO MUNICIPAL DE ASSISTENCIA SOCIAL | |
| 982 | ABANESIA PINTO DE SOUSA | ###977097## | SECRETARIO DE TRAB.E ACAO SOCI | Comissionado | 10/2009 | R$ 1.800,00 | Prefeitura Municipal de Caldas Brandão | FUNDO MUNICIPAL DE ASSISTENCIA SOCIAL | |
| 983 | ABANESIA PINTO DE SOUSA | ###977097## | SECRETARIO DE TRAB.E ACAO SOCI | Comissionado | 11/2009 | R$ 1.800,00 | Prefeitura Municipal de Caldas Brandão | FUNDO MUNICIPAL DE ASSISTENCIA SOCIAL | |
| 984 | ABANESIA PINTO DE SOUSA | ###977097## | SECRETARIO DE TRAB.E ACAO SOCI | Comissionado | 12/2009 | R$ 1.800,00 | Prefeitura Municipal de Caldas Brandão | FUNDO MUNICIPAL DE ASSISTENCIA SOCIAL | |
| 985 | ABANESIA PINTO DE SOUSA | ###977097## | SECRETARIO DE TRAB.E ACAO SOCI | Comissionado | 01/2010 | R$ 1.800,00 | Prefeitura Municipal de Caldas Brandão | FUNDO MUNICIPAL DE ASSISTENCIA SOCIAL | |
| 986 | ABANESIA PINTO DE SOUSA | ###977097## | SECRETARIO DE TRAB.E ACAO SOCI | Comissionado | 02/2010 | R$ 1.800,00 | Prefeitura Municipal de Caldas Brandão | FUNDO MUNICIPAL DE ASSISTENCIA SOCIAL | |
| 987 | ABANESIA PINTO DE SOUSA | ###977097## | SECRETARIO DE TRAB.E ACAO SOCI | Comissionado | 03/2010 | R$ 1.800,00 | Prefeitura Municipal de Caldas Brandão | FUNDO MUNICIPAL DE ASSISTENCIA SOCIAL | |
| 988 | ABANESIA PINTO DE SOUSA | ###977097## | SECRETARIO DE TRAB.E ACAO SOCI | Comissionado | 04/2010 | R$ 1.800,00 | Prefeitura Municipal de Caldas Brandão | FUNDO MUNICIPAL DE ASSISTENCIA SOCIAL | |
| 989 | ABANESIA PINTO DE SOUSA | ###977097## | SECRETARIO DE TRAB.E ACAO SOCI | Comissionado | 05/2010 | R$ 1.800,00 | Prefeitura Municipal de Caldas Brandão | FUNDO MUNICIPAL DE ASSISTENCIA SOCIAL | |
| 990 | ABANESIA PINTO DE SOUSA | ###977097## | SECRETARIO DE TRAB.E ACAO SOCI | Comissionado | 06/2010 | R$ 1.800,00 | Prefeitura Municipal de Caldas Brandão | FUNDO MUNICIPAL DE ASSISTENCIA SOCIAL | |
| 991 | ABANESIA PINTO DE SOUSA | ###977097## | SECRETARIO DE TRAB.E ACAO SOCI | Comissionado | 07/2010 | R$ 1.800,00 | Prefeitura Municipal de Caldas Brandão | FUNDO MUNICIPAL DE ASSISTENCIA SOCIAL | |
| 992 | ABANESIA PINTO DE SOUSA | ###977097## | SECRETARIO DE TRAB.E ACAO SOCI | Comissionado | 08/2010 | R$ 1.800,00 | Prefeitura Municipal de Caldas Brandão | FUNDO MUNICIPAL DE ASSISTENCIA SOCIAL | |
| 993 | ABANESIA PINTO DE SOUSA | ###977097## | SECRETARIO DE TRAB.E ACAO SOCI | Comissionado | 09/2010 | R$ 1.800,00 | Prefeitura Municipal de Caldas Brandão | FUNDO MUNICIPAL DE ASSISTENCIA SOCIAL | |
| 994 | ABANESIA PINTO DE SOUSA | ###977097## | SECRETARIO DE TRAB.E ACAO SOCI | Comissionado | 10/2010 | R$ 1.800,00 | Prefeitura Municipal de Caldas Brandão | FUNDO MUNICIPAL DE ASSISTENCIA SOCIAL | |
| 995 | ABANESIA PINTO DE SOUSA | ###977097## | SECRETARIO DE TRAB.E ACAO SOCI | Comissionado | 11/2010 | R$ 1.800,00 | Prefeitura Municipal de Caldas Brandão | FUNDO MUNICIPAL DE ASSISTENCIA SOCIAL | |
| 996 | ABANESIA PINTO DE SOUSA | ###977097## | SECRETARIO DE TRAB.E ACAO SOCI | Comissionado | 12/2010 | R$ 3.600,00 | Prefeitura Municipal de Caldas Brandão | FUNDO MUNICIPAL DE ASSISTENCIA SOCIAL | |
| 997 | ABANESIA PINTO DE SOUSA | ###977097## | SECRETARIO DE TRAB.E ACAO SOCI | Comissionado | 01/2011 | R$ 1.800,00 | Prefeitura Municipal de Caldas Brandão | FUNDO MUNICIPAL DE ASSISTENCIA SOCIAL | |
| 998 | ABANESIA PINTO DE SOUSA | ###977097## | SECRETARIO DE TRAB.E ACAO SOCI | Comissionado | 02/2011 | R$ 1.800,00 | Prefeitura Municipal de Caldas Brandão | FUNDO MUNICIPAL DE ASSISTENCIA SOCIAL | |
| 999 | ABANESIA PINTO DE SOUSA | ###977097## | SECRETARIO DE TRAB.E ACAO SOCI | Comissionado | 03/2011 | R$ 1.800,00 | Prefeitura Municipal de Caldas Brandão | FUNDO MUNICIPAL DE ASSISTENCIA SOCIAL |
1000 rows × 9 columns
GRAFICOS¶
In [65]:
'http://transparencia.pb.gov.br/compras/licitacoes'
colunas = ['Nº PROCESSO', 'MODALIDADE',
'DATA ABERTURA', 'DATA LICITAÇÃO', 'Nº PARTIC.', 'ÓRGÃO','OBJETO', 'SITUAÇÃO']
df_licitacoes = pd.read_excel('licitacoes.xlsx', sheetname = None )
df_licitacoes = pd.concat(df_licitacoes,ignore_index=True)
df_licitacoes.columns = df_licitacoes.iloc[5]
df_licitacoes = df_licitacoes[colunas].iloc[6:].dropna(subset=['ÓRGÃO'])
df_licitacoes['Nº PARTIC.'] = df_licitacoes['Nº PARTIC.'].fillna(0).astype(int)
df_licitacoes=(df_licitacoes[['ÓRGÃO','Nº PARTIC.']]
.groupby(by=['ÓRGÃO'])
.describe()
)
df_licitacoes
Out[65]:
| 5 | Nº PARTIC. | |||||||
|---|---|---|---|---|---|---|---|---|
| count | mean | std | min | 25% | 50% | 75% | max | |
| ÓRGÃO | ||||||||
| CBMPB/FUNDO ESPECIAL DO CORPO DE BOMBEIROS | 42.0 | 0.023810 | 0.154303 | 0.0 | 0.0 | 0.0 | 0.00 | 1.0 |
| CCG/AGÊNCIA DE REGULAÇÃO DO ESTADO DA PARAÍBA | 5.0 | 0.200000 | 0.447214 | 0.0 | 0.0 | 0.0 | 0.00 | 1.0 |
| CCG/GABINETE DO VICE-GOVERNADOR | 2.0 | 0.000000 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.00 | 0.0 |
| CCG/PARAÍBA PREVIDÊNCIA | 35.0 | 0.000000 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.00 | 0.0 |
| CONTROLADORIA GERAL DO ESTADO | 13.0 | 0.846154 | 0.554700 | 0.0 | 1.0 | 1.0 | 1.00 | 2.0 |
| CORPO DE BOMBEIROS MILITAR DO ESTADO DA PARAÍBA/ 1º COMANDO REGIONAL BOMBEIRO MILITAR | 4.0 | 0.000000 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.00 | 0.0 |
| CORPO DE BOMBEIROS MILITAR DO ESTADO DA PARAÍBA/ 2º COMANDO REGIONAL BOMBEIRO MILITAR | 3.0 | 0.000000 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.00 | 0.0 |
| CORPO DE BOMBEIROS MILITAR DO ESTADO DA PARAÍBA/ 3º COMANDO REGIONAL BOMBEIRO MILITAR | 7.0 | 0.000000 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.00 | 0.0 |
| DPPB/FUNDO ESTADUAL DE DEFESA DOS DIREITOS DO CONSUMIDOR | 6.0 | 1.000000 | 0.000000 | 1.0 | 1.0 | 1.0 | 1.00 | 1.0 |
| ENCARGOS GERAIS DO ESTADO | 8.0 | 0.250000 | 0.462910 | 0.0 | 0.0 | 0.0 | 0.25 | 1.0 |
| GABINETE MILITAR | 11.0 | 0.000000 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.00 | 0.0 |
| LACEN - LABORATORIO CENTRAL DE SAÚDE PÚBLICA | 13.0 | 0.000000 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.00 | 0.0 |
| PBTUR HOTÉIS S.A. | 1.0 | 0.000000 | NaN | 0.0 | 0.0 | 0.0 | 0.00 | 0.0 |
| PMPB/INSTITUTO HOSPITALAR GENERAL EDSON RAMALHO | 4.0 | 1.000000 | 1.414214 | 0.0 | 0.0 | 0.5 | 1.50 | 3.0 |
| POLÍCIA MILITAR DA PARAÍBA | 19.0 | 0.263158 | 0.805682 | 0.0 | 0.0 | 0.0 | 0.00 | 3.0 |
| PROCURADORIA GERAL DO ESTADO | 5.0 | 1.000000 | 0.000000 | 1.0 | 1.0 | 1.0 | 1.00 | 1.0 |
| PROJETO COOPERAR | 3.0 | 0.000000 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.00 | 0.0 |
| SEAD/COMPANHIA DE PROCESSAMENTO DE DADOS DA PARAÍBA | 6.0 | 0.000000 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.00 | 0.0 |
| SEAD/ESCOLA DE SERVIÇO PÚBLICO DO ESTADO DA PARAÍBA | 16.0 | 0.750000 | 1.341641 | 0.0 | 0.0 | 0.0 | 0.75 | 3.0 |
| SEAD/FUNDO ESPECIAL DE DESENV DE RECURSOS HUMANOS | 6.0 | 3.000000 | 0.000000 | 3.0 | 3.0 | 3.0 | 3.00 | 3.0 |
| SEAD/INSTITUTO DE ASSISTÊNCIA À SAÚDE DO SERVIDOR | 46.0 | 2.630435 | 14.534799 | 0.0 | 0.0 | 0.0 | 1.00 | 99.0 |
| SEC/FUNDAÇÃO CASA DE JOSÉ AMÉRICO | 44.0 | 0.590909 | 0.497350 | 0.0 | 0.0 | 1.0 | 1.00 | 1.0 |
| SEC/FUNDAÇÃO ESPAÇO CULTURAL DA PARAÍBA | 65.0 | 0.092308 | 0.291712 | 0.0 | 0.0 | 0.0 | 0.00 | 1.0 |
| SEC/INSTITUTO DO PATRIMÔNIO HISTÓRICO E ARTÍSTICO DO ESTADO DA PARAÍBA | 21.0 | 0.523810 | 0.511766 | 0.0 | 0.0 | 1.0 | 1.00 | 1.0 |
| SECOM/A UNIÃO SUPERINTENDÊNCIA DE IMPRENSA E EDITORA | 8.0 | 1.375000 | 2.326094 | 0.0 | 0.0 | 0.0 | 1.75 | 6.0 |
| SECRETARIA DE ESTADO DA ADMINISTRAÇÃO | 152.0 | 8.875000 | 47.824778 | 0.0 | 0.0 | 0.0 | 0.00 | 515.0 |
| SECRETARIA DE ESTADO DA ADMINISTRAÇÃO PENITENCIÁRIA | 46.0 | 1.739130 | 9.398427 | 0.0 | 0.0 | 0.0 | 1.00 | 64.0 |
| SECRETARIA DE ESTADO DA AGRICULTURA FAMILIAR E DO DESENVOLVIMENTO DO SEMI-ARIDO | 5.0 | 0.000000 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.00 | 0.0 |
| SECRETARIA DE ESTADO DA COMUNICAÇÃO INSTITUCIONAL | 11.0 | 0.090909 | 0.301511 | 0.0 | 0.0 | 0.0 | 0.00 | 1.0 |
| SECRETARIA DE ESTADO DA CULTURA | 18.0 | 0.777778 | 0.427793 | 0.0 | 1.0 | 1.0 | 1.00 | 1.0 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... |
| SEDS/DEPARTAMENTO ESTADUAL DE TRÂNSITO | 18.0 | 0.277778 | 0.460889 | 0.0 | 0.0 | 0.0 | 0.75 | 1.0 |
| SEE/FUNDAÇÃO CENTRO INTEGRADO DE APOIO AO PORTADOR DE DEFICIÊNCIA | 51.0 | 0.235294 | 0.428403 | 0.0 | 0.0 | 0.0 | 0.00 | 1.0 |
| SEE/UNIVERSIDADE ESTADUAL DA PARAÍBA | 52.0 | 0.134615 | 0.344642 | 0.0 | 0.0 | 0.0 | 0.00 | 1.0 |
| SEIE/COMPANHIA DE ÁGUA E ESGOTOS DA PARAÍBA | 193.0 | 0.233161 | 0.447841 | 0.0 | 0.0 | 0.0 | 0.00 | 2.0 |
| SEIE/COMPANHIA DOCAS DA PARAÍBA | 30.0 | 0.000000 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.00 | 0.0 |
| SEIE/COMPANHIA PARAIBANA DE GÁS | 18.0 | 0.000000 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.00 | 0.0 |
| SEIE/DEPARTAMENTO DE ESTRADAS DE RODAGEM | 108.0 | 0.537037 | 0.500951 | 0.0 | 0.0 | 1.0 | 1.00 | 1.0 |
| SEIE/SUPERINTENDÊNCIA DE OBRAS DO PLANO DE DESENVOLVIMENTO DO ESTADO | 61.0 | 0.131148 | 0.340363 | 0.0 | 0.0 | 0.0 | 0.00 | 1.0 |
| SEJEL/FUNDO DE APOIO AO ESPORTE E LASER | 14.0 | 0.500000 | 0.650444 | 0.0 | 0.0 | 0.0 | 1.00 | 2.0 |
| SEPLAG/INSTITUTO DE DESENVOLVIMENTO MUNICIPAL E ESTADUAL | 1.0 | 0.000000 | NaN | 0.0 | 0.0 | 0.0 | 0.00 | 0.0 |
| SES/AGÊNCIA ESTADUAL DE VIGILÂNCIA SANITÁRIA | 10.0 | 0.000000 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.00 | 0.0 |
| SES/CENTRO DE ODONTOLOGIA CRUZ DAS ARMAS | 18.0 | 0.000000 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.00 | 0.0 |
| SES/COMPLEXO DE SAÚDE ARLINDA MARQUES | 22.0 | 0.000000 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.00 | 0.0 |
| SES/COMPLEXO DE SAÚDE DE CAJAZEIRAS | 3.0 | 0.000000 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.00 | 0.0 |
| SES/COMPLEXO DE SAÚDE DE CRUZ DAS ARMAS | 142.0 | 0.000000 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.00 | 0.0 |
| SES/COMPLEXO DE SAÚDE DE GUARABIRA | 71.0 | 3.887324 | 32.274957 | 0.0 | 0.0 | 0.0 | 0.00 | 272.0 |
| SES/COMPLEXO DE SAÚDE DE PICUÍ | 62.0 | 0.064516 | 0.247676 | 0.0 | 0.0 | 0.0 | 0.00 | 1.0 |
| SES/COMPLEXO DE SAÚDE JULIANO MOREIRA | 69.0 | 0.000000 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.00 | 0.0 |
| SES/HEMOCENTRO DA PARAÍBA | 58.0 | 0.000000 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.00 | 0.0 |
| SES/HOSPITAL DE TRAUMAS DE CAMPINA GRANDE | 3.0 | 0.000000 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.00 | 0.0 |
| SES/HOSPITAL DISTRITAL DR. JOSE GOMES DA SILVA | 66.0 | 0.000000 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.00 | 0.0 |
| SES/HOSPITAL DISTRITAL FRANCISCO BENTO CABRAL - AGUIAR | 28.0 | 0.571429 | 0.503953 | 0.0 | 0.0 | 1.0 | 1.00 | 1.0 |
| SES/HOSPITAL INFANTIL DE PATOS | 1.0 | 0.000000 | NaN | 0.0 | 0.0 | 0.0 | 0.00 | 0.0 |
| SES/HOSPITAL REGIONAL WENCESLAU LOPES - PIANCO | 1.0 | 0.000000 | NaN | 0.0 | 0.0 | 0.0 | 0.00 | 0.0 |
| SES/LABORATÓRIO INDUSTRIAL FARMACÊUTICO DA PARAÍBA S/A | 2.0 | 0.000000 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.00 | 0.0 |
| SETDE/COMPANHIA DE INDUSTRIALIZAÇÃO DO ESTADO DA PARAÍBA | 27.0 | 1.037037 | 1.652073 | 0.0 | 0.5 | 1.0 | 1.00 | 9.0 |
| SETDE/EMPRESA PARAIBANA DE TURISMO S/A | 3.0 | 0.666667 | 0.577350 | 0.0 | 0.5 | 1.0 | 1.00 | 1.0 |
| SETDE/FUNDO ESTADUAL DE APOIO AO EMPREENDEDORISMO - EMPREENDER PB | 9.0 | 0.888889 | 0.333333 | 0.0 | 1.0 | 1.0 | 1.00 | 1.0 |
| SETDE/INSTITUTO DE METROLOGIA E QUALIDADE INDUSTRIAL DA PARAÍBA | 28.0 | 0.535714 | 1.527092 | 0.0 | 0.0 | 0.0 | 1.00 | 8.0 |
| SETDE/JUNTA COMERCIAL DO ESTADO DA PARAIBA | 7.0 | 0.000000 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.00 | 0.0 |
82 rows × 8 columns
In [66]:
import seaborn as sns
import matplotlib.pyplot as plt
df_descricao_licita = (df_licitacoes['Nº PARTIC.']
.sort_values('count',ascending=False))
df_descricao_licita = df_descricao_licita.head(20)
df_descricao_licita
Out[66]:
| count | mean | std | min | 25% | 50% | 75% | max | |
|---|---|---|---|---|---|---|---|---|
| ÓRGÃO | ||||||||
| SECRETARIA DE ESTADO DE DESENVOLVIMENTO HUMANO | 291.0 | 0.298969 | 1.071560 | 0.0 | 0.0 | 0.0 | 0.0 | 17.0 |
| SEIE/COMPANHIA DE ÁGUA E ESGOTOS DA PARAÍBA | 193.0 | 0.233161 | 0.447841 | 0.0 | 0.0 | 0.0 | 0.0 | 2.0 |
| SECRETARIA DE ESTADO DA ADMINISTRAÇÃO | 152.0 | 8.875000 | 47.824778 | 0.0 | 0.0 | 0.0 | 0.0 | 515.0 |
| SECRETARIA DE ESTADO DA SAÚDE | 151.0 | 0.165563 | 0.372925 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 |
| SES/COMPLEXO DE SAÚDE DE CRUZ DAS ARMAS | 142.0 | 0.000000 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| SEDAP/EMPRESA PARAIBANA DE ABASTECIMENTO E SERVIÇOS AGRÍCOLAS | 126.0 | 0.055556 | 0.229976 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 |
| SEIE/DEPARTAMENTO DE ESTRADAS DE RODAGEM | 108.0 | 0.537037 | 0.500951 | 0.0 | 0.0 | 1.0 | 1.0 | 1.0 |
| SECRETARIA DE ESTADO DA RECEITA | 101.0 | 0.178218 | 0.455983 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 |
| SES/COMPLEXO DE SAÚDE DE GUARABIRA | 71.0 | 3.887324 | 32.274957 | 0.0 | 0.0 | 0.0 | 0.0 | 272.0 |
| SES/COMPLEXO DE SAÚDE JULIANO MOREIRA | 69.0 | 0.000000 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| SES/HOSPITAL DISTRITAL DR. JOSE GOMES DA SILVA | 66.0 | 0.000000 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| SEC/FUNDAÇÃO ESPAÇO CULTURAL DA PARAÍBA | 65.0 | 0.092308 | 0.291712 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 |
| SES/COMPLEXO DE SAÚDE DE PICUÍ | 62.0 | 0.064516 | 0.247676 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 |
| SEIE/SUPERINTENDÊNCIA DE OBRAS DO PLANO DE DESENVOLVIMENTO DO ESTADO | 61.0 | 0.131148 | 0.340363 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 |
| SES/HEMOCENTRO DA PARAÍBA | 58.0 | 0.000000 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| SEE/UNIVERSIDADE ESTADUAL DA PARAÍBA | 52.0 | 0.134615 | 0.344642 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 |
| SEE/FUNDAÇÃO CENTRO INTEGRADO DE APOIO AO PORTADOR DE DEFICIÊNCIA | 51.0 | 0.235294 | 0.428403 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 |
| SECRETARIA DE ESTADO DA ADMINISTRAÇÃO PENITENCIÁRIA | 46.0 | 1.739130 | 9.398427 | 0.0 | 0.0 | 0.0 | 1.0 | 64.0 |
| SEAD/INSTITUTO DE ASSISTÊNCIA À SAÚDE DO SERVIDOR | 46.0 | 2.630435 | 14.534799 | 0.0 | 0.0 | 0.0 | 1.0 | 99.0 |
| SEC/FUNDAÇÃO CASA DE JOSÉ AMÉRICO | 44.0 | 0.590909 | 0.497350 | 0.0 | 0.0 | 1.0 | 1.0 | 1.0 |
In [67]:
g = sns.barplot(x='count', y=df_descricao_licita.index,
data=df_descricao_licita)
plt.show()
In [68]:
df_descricao_licita = df_descricao_licita.reset_index()
melted_df = pd.melt(df_descricao_licita,
id_vars='ÓRGÃO',
value_vars=['count','mean','std'])
melted_df
Out[68]:
| ÓRGÃO | variable | value | |
|---|---|---|---|
| 0 | SECRETARIA DE ESTADO DE DESENVOLVIMENTO HUMANO | count | 291.000000 |
| 1 | SEIE/COMPANHIA DE ÁGUA E ESGOTOS DA PARAÍBA | count | 193.000000 |
| 2 | SECRETARIA DE ESTADO DA ADMINISTRAÇÃO | count | 152.000000 |
| 3 | SECRETARIA DE ESTADO DA SAÚDE | count | 151.000000 |
| 4 | SES/COMPLEXO DE SAÚDE DE CRUZ DAS ARMAS | count | 142.000000 |
| 5 | SEDAP/EMPRESA PARAIBANA DE ABASTECIMENTO E SERVIÇOS AGRÍCOLAS | count | 126.000000 |
| 6 | SEIE/DEPARTAMENTO DE ESTRADAS DE RODAGEM | count | 108.000000 |
| 7 | SECRETARIA DE ESTADO DA RECEITA | count | 101.000000 |
| 8 | SES/COMPLEXO DE SAÚDE DE GUARABIRA | count | 71.000000 |
| 9 | SES/COMPLEXO DE SAÚDE JULIANO MOREIRA | count | 69.000000 |
| 10 | SES/HOSPITAL DISTRITAL DR. JOSE GOMES DA SILVA | count | 66.000000 |
| 11 | SEC/FUNDAÇÃO ESPAÇO CULTURAL DA PARAÍBA | count | 65.000000 |
| 12 | SES/COMPLEXO DE SAÚDE DE PICUÍ | count | 62.000000 |
| 13 | SEIE/SUPERINTENDÊNCIA DE OBRAS DO PLANO DE DESENVOLVIMENTO DO ESTADO | count | 61.000000 |
| 14 | SES/HEMOCENTRO DA PARAÍBA | count | 58.000000 |
| 15 | SEE/UNIVERSIDADE ESTADUAL DA PARAÍBA | count | 52.000000 |
| 16 | SEE/FUNDAÇÃO CENTRO INTEGRADO DE APOIO AO PORTADOR DE DEFICIÊNCIA | count | 51.000000 |
| 17 | SECRETARIA DE ESTADO DA ADMINISTRAÇÃO PENITENCIÁRIA | count | 46.000000 |
| 18 | SEAD/INSTITUTO DE ASSISTÊNCIA À SAÚDE DO SERVIDOR | count | 46.000000 |
| 19 | SEC/FUNDAÇÃO CASA DE JOSÉ AMÉRICO | count | 44.000000 |
| 20 | SECRETARIA DE ESTADO DE DESENVOLVIMENTO HUMANO | mean | 0.298969 |
| 21 | SEIE/COMPANHIA DE ÁGUA E ESGOTOS DA PARAÍBA | mean | 0.233161 |
| 22 | SECRETARIA DE ESTADO DA ADMINISTRAÇÃO | mean | 8.875000 |
| 23 | SECRETARIA DE ESTADO DA SAÚDE | mean | 0.165563 |
| 24 | SES/COMPLEXO DE SAÚDE DE CRUZ DAS ARMAS | mean | 0.000000 |
| 25 | SEDAP/EMPRESA PARAIBANA DE ABASTECIMENTO E SERVIÇOS AGRÍCOLAS | mean | 0.055556 |
| 26 | SEIE/DEPARTAMENTO DE ESTRADAS DE RODAGEM | mean | 0.537037 |
| 27 | SECRETARIA DE ESTADO DA RECEITA | mean | 0.178218 |
| 28 | SES/COMPLEXO DE SAÚDE DE GUARABIRA | mean | 3.887324 |
| 29 | SES/COMPLEXO DE SAÚDE JULIANO MOREIRA | mean | 0.000000 |
| 30 | SES/HOSPITAL DISTRITAL DR. JOSE GOMES DA SILVA | mean | 0.000000 |
| 31 | SEC/FUNDAÇÃO ESPAÇO CULTURAL DA PARAÍBA | mean | 0.092308 |
| 32 | SES/COMPLEXO DE SAÚDE DE PICUÍ | mean | 0.064516 |
| 33 | SEIE/SUPERINTENDÊNCIA DE OBRAS DO PLANO DE DESENVOLVIMENTO DO ESTADO | mean | 0.131148 |
| 34 | SES/HEMOCENTRO DA PARAÍBA | mean | 0.000000 |
| 35 | SEE/UNIVERSIDADE ESTADUAL DA PARAÍBA | mean | 0.134615 |
| 36 | SEE/FUNDAÇÃO CENTRO INTEGRADO DE APOIO AO PORTADOR DE DEFICIÊNCIA | mean | 0.235294 |
| 37 | SECRETARIA DE ESTADO DA ADMINISTRAÇÃO PENITENCIÁRIA | mean | 1.739130 |
| 38 | SEAD/INSTITUTO DE ASSISTÊNCIA À SAÚDE DO SERVIDOR | mean | 2.630435 |
| 39 | SEC/FUNDAÇÃO CASA DE JOSÉ AMÉRICO | mean | 0.590909 |
| 40 | SECRETARIA DE ESTADO DE DESENVOLVIMENTO HUMANO | std | 1.071560 |
| 41 | SEIE/COMPANHIA DE ÁGUA E ESGOTOS DA PARAÍBA | std | 0.447841 |
| 42 | SECRETARIA DE ESTADO DA ADMINISTRAÇÃO | std | 47.824778 |
| 43 | SECRETARIA DE ESTADO DA SAÚDE | std | 0.372925 |
| 44 | SES/COMPLEXO DE SAÚDE DE CRUZ DAS ARMAS | std | 0.000000 |
| 45 | SEDAP/EMPRESA PARAIBANA DE ABASTECIMENTO E SERVIÇOS AGRÍCOLAS | std | 0.229976 |
| 46 | SEIE/DEPARTAMENTO DE ESTRADAS DE RODAGEM | std | 0.500951 |
| 47 | SECRETARIA DE ESTADO DA RECEITA | std | 0.455983 |
| 48 | SES/COMPLEXO DE SAÚDE DE GUARABIRA | std | 32.274957 |
| 49 | SES/COMPLEXO DE SAÚDE JULIANO MOREIRA | std | 0.000000 |
| 50 | SES/HOSPITAL DISTRITAL DR. JOSE GOMES DA SILVA | std | 0.000000 |
| 51 | SEC/FUNDAÇÃO ESPAÇO CULTURAL DA PARAÍBA | std | 0.291712 |
| 52 | SES/COMPLEXO DE SAÚDE DE PICUÍ | std | 0.247676 |
| 53 | SEIE/SUPERINTENDÊNCIA DE OBRAS DO PLANO DE DESENVOLVIMENTO DO ESTADO | std | 0.340363 |
| 54 | SES/HEMOCENTRO DA PARAÍBA | std | 0.000000 |
| 55 | SEE/UNIVERSIDADE ESTADUAL DA PARAÍBA | std | 0.344642 |
| 56 | SEE/FUNDAÇÃO CENTRO INTEGRADO DE APOIO AO PORTADOR DE DEFICIÊNCIA | std | 0.428403 |
| 57 | SECRETARIA DE ESTADO DA ADMINISTRAÇÃO PENITENCIÁRIA | std | 9.398427 |
| 58 | SEAD/INSTITUTO DE ASSISTÊNCIA À SAÚDE DO SERVIDOR | std | 14.534799 |
| 59 | SEC/FUNDAÇÃO CASA DE JOSÉ AMÉRICO | std | 0.497350 |
In [69]:
f, ax = plt.subplots(figsize=(6, 15))
g = sns.barplot(x='value', y='ÓRGÃO', hue='variable',
data=melted_df)
g.tick_params(labelsize=14,labelcolor='black')
plt.legend(loc='upper right')
Out[69]:
<matplotlib.legend.Legend at 0x164120b4780>
In [70]:
plt.show()
In [71]:
df_descricao_licita = df_licitacoes['Nº PARTIC.'].sort_values('mean',ascending=False)
df_descricao_licita = df_descricao_licita.reset_index()
melted_df = pd.melt(df_descricao_licita.head(20), id_vars='ÓRGÃO', value_vars=['count','mean','std'])
f, ax = plt.subplots(figsize=(6, 15))
g = sns.barplot(x='value', y='ÓRGÃO', hue='variable',
data=melted_df)
g.tick_params(labelsize=14,labelcolor='black')
plt.legend(loc='upper right')
Out[71]:
<matplotlib.legend.Legend at 0x164126e4710>
In [72]:
plt.show()
MAPAS COROPLÉTICOS (CHOROPLETHS)¶
In [73]:
import folium #leaflet.js
mapa = folium.Map(location=[-7, -36.5],
tiles='Mapbox bright', zoom_start=8) #'Mapbox Control Room'
mapa.choropleth(geo_path='municipios_pb.json', fill_color='#3186cc')
mapa
Out[73]:
In [74]:
import unicodedata
def strip_accents(s):
s = s.upper()
return ''.join(c for c in unicodedata.normalize('NFD', s)
if unicodedata.category(c) != 'Mn')
df_municipios['Município'] = df_municipios['Município'].apply(strip_accents)
df_municipios.info()
df_municipios
<class 'pandas.core.frame.DataFrame'> RangeIndex: 223 entries, 0 to 222 Data columns (total 5 columns): Localização 0 non-null float64 Município 223 non-null object Área (km²) 223 non-null int64 Mesorregião 223 non-null object Microrregião 223 non-null object dtypes: float64(1), int64(1), object(3) memory usage: 8.8+ KB
Out[74]:
| Localização | Município | Área (km²) | Mesorregião | Microrregião | |
|---|---|---|---|---|---|
| 0 | NaN | AGUA BRANCA | 220648 | Sertão Paraibano | Serra do Teixeira |
| 1 | NaN | AGUIAR | 344691 | Sertão Paraibano | Piancó |
| 2 | NaN | ALAGOA GRANDE | 320558 | Agreste Paraibano | Brejo Paraibano |
| 3 | NaN | ALAGOA NOVA | 122254 | Agreste Paraibano | Brejo Paraibano |
| 4 | NaN | ALAGOINHA | 85060 | Agreste Paraibano | Guarabira |
| 5 | NaN | ALCANTIL | 305391 | Borborema | Cariri Oriental |
| 6 | NaN | ALGODAO DE JANDAIRA | 220246 | Agreste Paraibano | Curimataú Ocidental |
| 7 | NaN | ALHANDRA | 182656 | Mata Paraibana | Litoral Sul |
| 8 | NaN | AMPARO | 121983 | Borborema | Cariri Ocidental |
| 9 | NaN | APARECIDA | 229153 | Sertão Paraibano | Sousa |
| 10 | NaN | ARACAGI | 229722 | Agreste Paraibano | Guarabira |
| 11 | NaN | ARARA | 99112 | Agreste Paraibano | Curimataú Ocidental |
| 12 | NaN | ARARUNA | 245720 | Agreste Paraibano | Curimataú Oriental |
| 13 | NaN | AREIA | 269424 | Agreste Paraibano | Brejo Paraibano |
| 14 | NaN | AREIA DE BARAUNAS | 96342 | Sertão Paraibano | Patos |
| 15 | NaN | AREIAL | 33935 | Agreste Paraibano | Esperança |
| 16 | NaN | AROEIRAS | 374674 | Agreste Paraibano | Umbuzeiro |
| 17 | NaN | ASSUNCAO | 126427 | Borborema | Cariri Ocidental |
| 18 | NaN | BAIA DA TRAICAO | 102364 | Mata Paraibana | Litoral Norte |
| 19 | NaN | BANANEIRAS | 257981 | Agreste Paraibano | Brejo Paraibano |
| 20 | NaN | BARAUNA | 50577 | Borborema | Seridó Oriental Paraibano |
| 21 | NaN | BARRA DE SANTA ROSA | 825097 | Agreste Paraibano | Curimataú Ocidental |
| 22 | NaN | BARRA DE SANTANA | 369290 | Borborema | Cariri Oriental |
| 23 | NaN | BARRA DE SAO MIGUEL | 595205 | Borborema | Cariri Oriental |
| 24 | NaN | BAYEUX | 31784 | Mata Paraibana | João Pessoa |
| 25 | NaN | BELEM | 100143 | Agreste Paraibano | Guarabira |
| 26 | NaN | BELEM DO BREJO DO CRUZ | 603038 | Sertão Paraibano | Catolé do Rocha |
| 27 | NaN | BERNARDINO BATISTA | 50628 | Sertão Paraibano | Cajazeiras |
| 28 | NaN | BOA VENTURA | 132136 | Sertão Paraibano | Itaporanga |
| 29 | NaN | BOA VISTA | 476539 | Agreste Paraibano | Campina Grande |
| ... | ... | ... | ... | ... | ... |
| 193 | NaN | SAO MAMEDE | 530724 | Borborema | Seridó Ocidental Paraibano |
| 194 | NaN | SAO MIGUEL DE TAIPU | 92524 | Mata Paraibana | Sapé |
| 195 | NaN | SAO SEBASTIAO DE LAGOA DE ROCA | 49882 | Agreste Paraibano | Esperança |
| 196 | NaN | SAO SEBASTIAO DO UMBUZEIRO | 460569 | Borborema | Cariri Ocidental |
| 197 | NaN | SAPE | 316330 | Mata Paraibana | Sapé |
| 198 | NaN | SAO VICENTE DO SERIDO | 276460 | Borborema | Seridó Oriental Paraibano |
| 199 | NaN | SERRA BRANCA | 737743 | Borborema | Cariri Ocidental |
| 200 | NaN | SERRA DA RAIZ | 28984 | Agreste Paraibano | Guarabira |
| 201 | NaN | SERRA GRANDE | 83473 | Sertão Paraibano | Itaporanga |
| 202 | NaN | SERRA REDONDA | 55906 | Agreste Paraibano | Campina Grande |
| 203 | NaN | SERRARIA | 75397 | Agreste Paraibano | Brejo Paraibano |
| 204 | NaN | SERTAOZINHO | 32798 | Agreste Paraibano | Guarabira |
| 205 | NaN | SOBRADO | 63093 | Mata Paraibana | Sapé |
| 206 | NaN | SOLANEA | 265921 | Agreste Paraibano | Curimataú Oriental |
| 207 | NaN | SOLEDADE | 560062 | Agreste Paraibano | Curimataú Ocidental |
| 208 | NaN | SOSSEGO | 154795 | Agreste Paraibano | Curimataú Ocidental |
| 209 | NaN | SOUSA | 842487 | Sertão Paraibano | Sousa |
| 210 | NaN | SUME | 838058 | Borborema | Cariri Ocidental |
| 211 | NaN | TACIMA | 246656 | Agreste Paraibano | Curimataú Oriental |
| 212 | NaN | TAPEROA | 639959 | Borborema | Cariri Ocidental |
| 213 | NaN | TAVARES | 228599 | Sertão Paraibano | Serra do Teixeira |
| 214 | NaN | TEIXEIRA | 114437 | Sertão Paraibano | Serra do Teixeira |
| 215 | NaN | TENORIO | 105270 | Borborema | Seridó Oriental Paraibano |
| 216 | NaN | TRIUNFO | 222947 | Sertão Paraibano | Cajazeiras |
| 217 | NaN | UIRAUNA | 294495 | Sertão Paraibano | Cajazeiras |
| 218 | NaN | UMBUZEIRO | 180872 | Agreste Paraibano | Umbuzeiro |
| 219 | NaN | VARZEA | 190444 | Borborema | Seridó Ocidental Paraibano |
| 220 | NaN | VIEIROPOLIS | 146778 | Sertão Paraibano | Sousa |
| 221 | NaN | VISTA SERRANA | 61361 | Sertão Paraibano | Sousa |
| 222 | NaN | ZABELE | 109394 | Borborema | Cariri Ocidental |
223 rows × 5 columns
In [75]:
pb_map = folium.Map(location=[-7, -36.5],
tiles='Mapbox Bright', zoom_start=8)
pb_map.choropleth(
geo_path='municipios_pb.json', data=df_municipios,
columns=['Município', 'Área (km²)'],
key_on='feature.properties.name',
threshold_scale = list(range(0,
986_370,
165_000)),
fill_color='YlOrRd',
)
In [76]:
pb_map
Out[76]:
In [77]:
from bokeh.io import curdoc, output_notebook, show
from bokeh.models import (GeoJSONDataSource,HoverTool,
LogColorMapper,ColorBar )
from bokeh.plotting import figure
from bokeh.palettes import Viridis256 as palette
output_notebook()
'https://www.beneficiossociais.caixa.gov.br/consulta/beneficio/04.01.00-00_00.asp'
with open('bolsa_familia_pb.txt','r') as f:
texto = f.read()
print(texto[:300])
texto = texto.replace(' Download','').split('\n')
texto = [x.strip() for x in texto]
texto = [[x[:x.rfind(' ')].strip()
,int(x[x.rfind(' '):].replace('.','').strip())]
for x in texto[1:]]
def corrige_municipio(x):
if x == 'SANTAREM':
return 'JOCA CLAUDINO'
return x
df_bf = pd.DataFrame(texto, columns = ['Município','Total_BF'])
df_bf['Município'] = df_bf['Município'].apply(corrige_municipio)
df_bf
Nome município Qtde. famílias atendidas Download AGUA BRANCA 1.673 Download AGUIAR 887 Download ALAGOA GRANDE 4.726 Download ALAGOA NOVA 2.527 Download ALAGOINHA 2.125 Download ALCANTIL 764 Download ALGODAO DE JANDAIRA 525 Download ALHANDRA 3.488 Download AMPARO 475 Downlo
Out[77]:
| Município | Total_BF | |
|---|---|---|
| 0 | AGUA BRANCA | 1673 |
| 1 | AGUIAR | 887 |
| 2 | ALAGOA GRANDE | 4726 |
| 3 | ALAGOA NOVA | 2527 |
| 4 | ALAGOINHA | 2125 |
| 5 | ALCANTIL | 764 |
| 6 | ALGODAO DE JANDAIRA | 525 |
| 7 | ALHANDRA | 3488 |
| 8 | AMPARO | 475 |
| 9 | APARECIDA | 1182 |
| 10 | ARACAGI | 2920 |
| 11 | ARARA | 1822 |
| 12 | ARARUNA | 2726 |
| 13 | AREIA | 3461 |
| 14 | AREIA DE BARAUNAS | 305 |
| 15 | AREIAL | 1136 |
| 16 | AROEIRAS | 3555 |
| 17 | ASSUNCAO | 726 |
| 18 | BAIA DA TRAICAO | 1536 |
| 19 | BANANEIRAS | 3428 |
| 20 | BARAUNA | 933 |
| 21 | BARRA DE SANTA ROSA | 2602 |
| 22 | BARRA DE SANTANA | 1132 |
| 23 | BARRA DE SAO MIGUEL | 1054 |
| 24 | BAYEUX | 10324 |
| 25 | BELEM | 2557 |
| 26 | BELEM DO BREJO DO CRUZ | 1227 |
| 27 | BERNARDINO BATISTA | 551 |
| 28 | BOA VENTURA | 1015 |
| 29 | BOA VISTA | 814 |
| ... | ... | ... |
| 193 | SAO MAMEDE | 1070 |
| 194 | SAO MIGUEL DE TAIPU | 1368 |
| 195 | SAO SEBASTIAO DE LAGOA DE ROCA | 1541 |
| 196 | SAO SEBASTIAO DO UMBUZEIRO | 531 |
| 197 | SAO VICENTE DO SERIDO | 1900 |
| 198 | SAPE | 8813 |
| 199 | SERRA BRANCA | 2076 |
| 200 | SERRA DA RAIZ | 385 |
| 201 | SERRA GRANDE | 534 |
| 202 | SERRA REDONDA | 1057 |
| 203 | SERRARIA | 1054 |
| 204 | SERTAOZINHO | 590 |
| 205 | SOBRADO | 1590 |
| 206 | SOLANEA | 4547 |
| 207 | SOLEDADE | 2144 |
| 208 | SOSSEGO | 605 |
| 209 | SOUSA | 10399 |
| 210 | SUME | 2733 |
| 211 | TACIMA | 1544 |
| 212 | TAPEROA | 2714 |
| 213 | TAVARES | 2350 |
| 214 | TEIXEIRA | 3030 |
| 215 | TENORIO | 446 |
| 216 | TRIUNFO | 1602 |
| 217 | UIRAUNA | 2021 |
| 218 | UMBUZEIRO | 1390 |
| 219 | VARZEA | 315 |
| 220 | VIEIROPOLIS | 857 |
| 221 | VISTA SERRANA | 603 |
| 222 | ZABELE | 348 |
223 rows × 2 columns
In [79]:
import geopandas as gpd
grid = gpd.read_file('municipios_pb.json')
def coordenadas_poligono(row, coord_type):
exterior = row['geometry'].exterior
if coord_type == 'x':
return list( exterior.coords.xy[0] )
elif coord_type == 'y':
return list( exterior.coords.xy[1] )
df_mapa = pd.merge(grid,df_bf, left_on='name', right_on='Município')
df_mapa['xs'] = grid.apply(coordenadas_poligono, coord_type='x', axis=1)
df_mapa['ys'] = grid.apply(coordenadas_poligono, coord_type='y', axis=1)
geo_source = GeoJSONDataSource(geojson=df_mapa.to_json())
palette.reverse()
color_mapper = LogColorMapper(palette=palette,
low=df_bf['Total_BF'].min(),
high=df_bf['Total_BF'].max())
p = figure(title='Bolsa Família - Total por Município',
tools='pan,wheel_zoom,box_zoom,reset,hover,save',
x_axis_location=None, y_axis_location=None,
width=850, height = 550)
p.grid.grid_line_color = None
p.patches('xs', 'ys', source=geo_source,
fill_color={'field': 'Total_BF','transform':color_mapper},
fill_alpha=0.7, line_color='white', line_width=0.5)
hover = p.select_one(HoverTool)
hover.point_policy = 'follow_mouse'
hover.tooltips = [('Name: ', '@name'),
('Total de Bolsa Família: ', '@Total_BF')]
color_bar = ColorBar(color_mapper=color_mapper,
label_standoff=12, border_line_color=None, location=(0,0))
p.add_layout(color_bar, 'right')
In [80]:
show(p)
W-1005 (SNAPPED_TOOLBAR_ANNOTATIONS): Snapped toolbars and annotations on the same side MAY overlap visually: Figure(id='b63edbb9-7c20-4627-abdf-665f759c8d50', ...)
In [81]:
'HTML'
'Lista de municípios da Paraíba por população'
df_municipios = pd.read_html("Lista de municípios da Paraíba por população – Wikipédia, a enciclopédia livre.html")
df_municipios = df_municipios[1]
df_municipios.columns = df_municipios.columns.droplevel(1)
df_municipios = df_municipios[['Município','População']].dropna(subset=['Município']).reset_index(drop=True)
def corretor(x):
return int(x.replace(u'\xa0','').replace(' ',''))
df_municipios['Populacao'] = df_municipios['População'].apply(corretor)
del df_municipios['População']
df_municipios['Município'] = df_municipios['Município'].str.upper().apply(strip_accents)
df_municipios = pd.merge(df_municipios,df_bf, how='outer', on='Município')
df_municipios['media'] = (df_municipios['Total_BF'] / df_municipios['Populacao']) * 100
df_municipios
Out[81]:
| Município | Populacao | Total_BF | media | |
|---|---|---|---|---|
| 0 | JOAO PESSOA | 801718 | 55906 | 6.973275 |
| 1 | CAMPINA GRANDE | 407754 | 27696 | 6.792331 |
| 2 | SANTA RITA | 135917 | 16045 | 11.804999 |
| 3 | PATOS | 107067 | 9896 | 9.242811 |
| 4 | BAYEUX | 96583 | 10324 | 10.689252 |
| 5 | SOUSA | 69196 | 10399 | 15.028325 |
| 6 | CABEDELO | 66858 | 5430 | 8.121691 |
| 7 | CAJAZEIRAS | 61816 | 7606 | 12.304258 |
| 8 | GUARABIRA | 58529 | 5197 | 8.879359 |
| 9 | SAPE | 52463 | 8813 | 16.798506 |
| 10 | MAMANGUAPE | 44694 | 6235 | 13.950418 |
| 11 | QUEIMADAS | 43945 | 6779 | 15.426101 |
| 12 | SAO BENTO | 33847 | 3369 | 9.953615 |
| 13 | MONTEIRO | 33039 | 5187 | 15.699628 |
| 14 | ESPERANCA | 33031 | 4948 | 14.979867 |
| 15 | POMBAL | 32739 | 4501 | 13.748129 |
| 16 | CATOLE DO ROCHA | 30360 | 4010 | 13.208169 |
| 17 | ALAGOA GRANDE | 28604 | 4726 | 16.522165 |
| 18 | PEDRAS DE FOGO | 28395 | 4277 | 15.062511 |
| 19 | LAGOA SECA | 27398 | 3575 | 13.048398 |
| 20 | SOLANEA | 26551 | 4547 | 17.125532 |
| 21 | ITAPORANGA | 24674 | 2646 | 10.723839 |
| 22 | ITABAIANA | 24519 | 4637 | 18.911864 |
| 23 | CONDE | 24380 | 4177 | 17.132896 |
| 24 | RIO TINTO | 24090 | 3902 | 16.197592 |
| 25 | PRINCESA ISABEL | 23247 | 3188 | 13.713597 |
| 26 | AREIA | 22940 | 3461 | 15.087184 |
| 27 | MARI | 21806 | 3567 | 16.357883 |
| 28 | CAAPORA | 21717 | 3862 | 17.783303 |
| 29 | BANANEIRAS | 21195 | 3428 | 16.173626 |
| ... | ... | ... | ... | ... |
| 193 | SAO SEBASTIAO DO UMBUZEIRO | 3469 | 531 | 15.307005 |
| 194 | GURJAO | 3407 | 509 | 14.939830 |
| 195 | BERNARDINO BATISTA | 3398 | 551 | 16.215421 |
| 196 | SAO FRANCISCO | 3369 | 481 | 14.277234 |
| 197 | CAJAZEIRINHAS | 3181 | 709 | 22.288588 |
| 198 | SERRA DA RAIZ | 3137 | 385 | 12.272872 |
| 199 | SAO DOMINGOS | 3091 | 421 | 13.620188 |
| 200 | SERRA GRANDE | 3089 | 534 | 17.287148 |
| 201 | TENORIO | 3039 | 446 | 14.675880 |
| 202 | OURO VELHO | 3033 | 562 | 18.529509 |
| 203 | FREI MARTINHO | 2988 | 402 | 13.453815 |
| 204 | MATO GROSSO | 2892 | 390 | 13.485477 |
| 205 | VARZEA | 2784 | 315 | 11.314655 |
| 206 | LASTRO | 2745 | 504 | 18.360656 |
| 207 | JOCA CLAUDINO | 2685 | 411 | 15.307263 |
| 208 | CARRAPATEIRA | 2635 | 338 | 12.827324 |
| 209 | SAO DOMINGOS DO CARIRI | 2582 | 332 | 12.858249 |
| 210 | BOM JESUS | 2550 | 403 | 15.803922 |
| 211 | SANTO ANDRE | 2529 | 396 | 15.658363 |
| 212 | CURRAL VELHO | 2520 | 404 | 16.031746 |
| 213 | ALGODAO DE JANDAIRA | 2488 | 525 | 21.101286 |
| 214 | PASSAGEM | 2404 | 412 | 17.138103 |
| 215 | AMPARO | 2229 | 475 | 21.310004 |
| 216 | ZABELE | 2227 | 348 | 15.626403 |
| 217 | AREIA DE BARAUNAS | 2137 | 305 | 14.272344 |
| 218 | RIACHO DE SANTO ANTONIO | 1955 | 317 | 16.214834 |
| 219 | QUIXABA | 1933 | 298 | 15.416451 |
| 220 | COXIXOLA | 1909 | 367 | 19.224725 |
| 221 | SAO JOSE DO BREJO DO CRUZ | 1793 | 267 | 14.891244 |
| 222 | PARARI | 1782 | 241 | 13.524130 |
223 rows × 4 columns
In [82]:
from bokeh.palettes import Inferno256 as palette
import geopandas as gpd
grid = gpd.read_file('municipios_pb.json')
def coordenadas_poligono(row, coord_type):
exterior = row['geometry'].exterior
if coord_type == 'x':
return list( exterior.coords.xy[0] )
elif coord_type == 'y':
return list( exterior.coords.xy[1] )
df_mapa = pd.merge(grid,df_municipios, left_on='name', right_on='Município')
df_mapa['xs'] = grid.apply(coordenadas_poligono, coord_type='x', axis=1)
df_mapa['ys'] = grid.apply(coordenadas_poligono, coord_type='y', axis=1)
geo_source = GeoJSONDataSource(geojson=df_mapa.to_json())
df_mapa
Out[82]:
| description | geometry | id | name | Município | Populacao | Total_BF | media | xs | ys | |
|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Água Branca | POLYGON ((-37.7037601546 -7.3731762414, -37.6923221715 -7.3789316639, -37.6719736902 -7.3764651899, -37.6494786532 -7.4022367778, -37.641650307 -7.4119640252, -37.6119253302 -7.4110296802, -37.6085388856 -7.4107184445, -37.5953212301 -7.4170073756, -37.5929918014 -7.4285712765, -37.5703127562 -7.4534823691, -37.5699295473 -7.4539016767, -37.5681986374 -7.4558030883, -37.5736748347 -7.4588626178, -37.5654147836 -7.4825074645, -37.5714470389 -7.4886916125, -37.5714383226 -7.4887060808, -37.5863839038 -7.4987013277, -37.609424848 -7.5076244139, -37.6110274017 -7.5181609511, -37.6195985696 -7.525472144, -37.6300320777 -7.5321036347, -37.6441957015 -7.529470874, -37.6494814782 -7.5299032733, -37.6591834592 -7.5227299678, -37.6762883962 -7.5352063875, -37.6818043504 -7.5479685062, -37.7061598515 -7.5501762792, -37.7097420287 -7.559118288, -37.7062251895 -7.5690591348, -37.7106646044 -7.5733453956, -37.7206845884 -7.5814852006, -37.7283852612 -7.5793224273, -37.7346032968 -7.5968071907, -37.7494153443 -7.5662349877, -37.7494232327 -7.556327126, -37.7320730976 -7.5448793626, -37.7270117305 -7.5414996609, -37.7052942352 -7.4759948791, -37.7005479159 -7.4616872929, -37.7109791446 -7.4362924428, -37.7264611165 -7.4318823705, -37.7243169838 -7.4087413043, -37.7269126683 -7.3937490633, -37.7201185461 -7.3844369027, -37.7210160789 -7.381921767, -37.7111934552 -7.3811083963, -37.7065070986 -7.3850485924, -37.7037601546 -7.3731762414)) | 2500106 | AGUA BRANCA | AGUA BRANCA | 10172 | 1673 | 16.447110 | [-37.7037601546, -37.6923221715, -37.6719736902, -37.6494786532, -37.641650307, -37.6119253302, -37.6085388856, -37.5953212301, -37.5929918014, -37.5703127562, -37.5699295473, -37.5681986374, -37.5736748347, -37.5654147836, -37.5714470389, -37.5714383226, -37.5863839038, -37.609424848, -37.6110274017, -37.6195985696, -37.6300320777, -37.6441957015, -37.6494814782, -37.6591834592, -37.6762883962, -37.6818043504, -37.7061598515, -37.7097420287, -37.7062251895, -37.7106646044, -37.7206845884, -37.7283852612, -37.7346032968, -37.7494153443, -37.7494232327, -37.7320730976, -37.7270117305, -37.7052942352, -37.7005479159, -37.7109791446, -37.7264611165, -37.7243169838, -37.7269126683, -37.7201185461, -37.7210160789, -37.7111934552, -37.7065070986, -37.7037601546] | [-7.3731762414, -7.3789316639, -7.3764651899, -7.4022367778, -7.4119640252, -7.4110296802, -7.4107184445, -7.4170073756, -7.4285712765, -7.4534823691, -7.4539016767, -7.4558030883, -7.4588626178, -7.4825074645, -7.4886916125, -7.4887060808, -7.4987013277, -7.5076244139, -7.5181609511, -7.525472144, -7.5321036347, -7.529470874, -7.5299032733, -7.5227299678, -7.5352063875, -7.5479685062, -7.5501762792, -7.559118288, -7.5690591348, -7.5733453956, -7.5814852006, -7.5793224273, -7.5968071907, -7.5662349877, -7.556327126, -7.5448793626, -7.5414996609, -7.4759948791, -7.4616872929, -7.4362924428, -7.4318823705, -7.4087413043, -7.3937490633, -7.3844369027, -7.381921767, -7.3811083963, -7.3850485924, -7.3731762414] |
| 1 | Aguiar | POLYGON ((-38.2050358822 -7.0098057424, -38.1562922235 -7.0094375272, -38.1322238322 -7.0077362418, -38.0896716242 -7.0124371674, -38.0887476125 -7.0146317483, -38.0582177878 -7.0870471685, -38.0912735245 -7.0902680948, -38.0946079239 -7.09077024, -38.0979223255 -7.0864594293, -38.1064438639 -7.0875245786, -38.123621175 -7.0863244389, -38.1297215025 -7.0901588646, -38.1335411344 -7.087390803, -38.1432092027 -7.0878412339, -38.1531707468 -7.0989576354, -38.160561963 -7.1080540878, -38.1754316203 -7.1077982607, -38.1810008959 -7.1185120965, -38.186790977 -7.1179338574, -38.1876060414 -7.1141185101, -38.1980996766 -7.12030449, -38.2041615937 -7.1198265415, -38.2324883693 -7.1311331812, -38.2313189405 -7.1463035203, -38.2271360122 -7.1510627406, -38.1717592648 -7.1605464484, -38.2300981144 -7.1571372734, -38.2426435124 -7.1669086937, -38.2720321164 -7.1774041446, -38.2912173432 -7.1748459785, -38.2953557028 -7.1574942546, -38.2954837782 -7.1564247015, -38.2944346221 -7.1446878671, -38.2839587381 -7.1291007647, -38.3014740415 -7.1272298407, -38.3309449134 -7.1421876326, -38.3310545726 -7.1158690322, -38.3310906128 -7.1070371524, -38.3312760472 -7.1062615273, -38.3215496995 -7.0962323883, -38.3178999077 -7.0839730864, -38.3095003898 -7.0823303145, -38.3353457964 -7.0638536703, -38.3223590445 -7.0623248647, -38.2976509033 -7.0360412964, -38.2838564357 -7.011640103, -38.2771316075 -7.0039251053, -38.2622779384 -6.9928333899, -38.2536951109 -6.994296574, -38.2299128824 -7.0027129498, -38.2050358822 -7.0098057424)) | 2500205 | AGUIAR | AGUIAR | 5567 | 887 | 15.933178 | [-38.2050358822, -38.1562922235, -38.1322238322, -38.0896716242, -38.0887476125, -38.0582177878, -38.0912735245, -38.0946079239, -38.0979223255, -38.1064438639, -38.123621175, -38.1297215025, -38.1335411344, -38.1432092027, -38.1531707468, -38.160561963, -38.1754316203, -38.1810008959, -38.186790977, -38.1876060414, -38.1980996766, -38.2041615937, -38.2324883693, -38.2313189405, -38.2271360122, -38.1717592648, -38.2300981144, -38.2426435124, -38.2720321164, -38.2912173432, -38.2953557028, -38.2954837782, -38.2944346221, -38.2839587381, -38.3014740415, -38.3309449134, -38.3310545726, -38.3310906128, -38.3312760472, -38.3215496995, -38.3178999077, -38.3095003898, -38.3353457964, -38.3223590445, -38.2976509033, -38.2838564357, -38.2771316075, -38.2622779384, -38.2536951109, -38.2299128824, -38.2050358822] | [-7.0098057424, -7.0094375272, -7.0077362418, -7.0124371674, -7.0146317483, -7.0870471685, -7.0902680948, -7.09077024, -7.0864594293, -7.0875245786, -7.0863244389, -7.0901588646, -7.087390803, -7.0878412339, -7.0989576354, -7.1080540878, -7.1077982607, -7.1185120965, -7.1179338574, -7.1141185101, -7.12030449, -7.1198265415, -7.1311331812, -7.1463035203, -7.1510627406, -7.1605464484, -7.1571372734, -7.1669086937, -7.1774041446, -7.1748459785, -7.1574942546, -7.1564247015, -7.1446878671, -7.1291007647, -7.1272298407, -7.1421876326, -7.1158690322, -7.1070371524, -7.1062615273, -7.0962323883, -7.0839730864, -7.0823303145, -7.0638536703, -7.0623248647, -7.0360412964, -7.011640103, -7.0039251053, -6.9928333899, -6.994296574, -7.0027129498, -7.0098057424] |
| 2 | Alagoa Grande | POLYGON ((-35.5346505475 -7.0093716626, -35.5233622552 -7.0312944746, -35.5150219957 -7.0304049193, -35.5101336785 -7.0316403711, -35.5066673223 -7.0254842982, -35.5011092565 -7.0259115863, -35.4968546149 -7.0331515734, -35.4908357036 -7.0663608872, -35.5142762725 -7.0620481716, -35.5111150783 -7.0708094162, -35.504566049 -7.0753756597, -35.5070399987 -7.0838598128, -35.4999671147 -7.0944495536, -35.5232722771 -7.1049027484, -35.5257881597 -7.1095910703, -35.5267819384 -7.1143456721, -35.5327631394 -7.1200591044, -35.5692125639 -7.1223492932, -35.6134964008 -7.1339246106, -35.6137465071 -7.1339891913, -35.6241248241 -7.1324476198, -35.634956285 -7.1328783302, -35.6474554743 -7.1449611946, -35.652753658 -7.1395824016, -35.6600435817 -7.1388730661, -35.6719276454 -7.1469437812, -35.6802077757 -7.1483501235, -35.6883485083 -7.1351344613, -35.7021518378 -7.1127186363, -35.7076085353 -7.1038541885, -35.7076321637 -7.0900546264, -35.7109529895 -7.0885484665, -35.7048653458 -7.0817522622, -35.7050764908 -7.0728095738, -35.7011691025 -7.0616199212, -35.6958118279 -7.0635179881, -35.6831847449 -7.0462424626, -35.6713560439 -7.0479110331, -35.6662750709 -7.0378623356, -35.661506355 -7.0343534547, -35.6781675386 -7.0396372392, -35.6912455635 -7.0356519232, -35.6927561032 -7.0274723261, -35.683589364 -7.0258058331, -35.6722474576 -7.0171032205, -35.6653344334 -7.0123008639, -35.6435119834 -6.9844860372, -35.6367477806 -6.9803261889, -35.6125978983 -6.9765442596, -35.6006318676 -6.9675365005, -35.5940512624 -6.9531636171, -35.5933637848 -6.9478121819, -35.5803820343 -6.9414901535, -35.5736169361 -6.9694796863, -35.5591649068 -6.9772618235, -35.5588359061 -6.9776928493, -35.556124465 -6.9812447672, -35.5346505475 -7.0093716626)) | 2500304 | ALAGOA GRANDE | ALAGOA GRANDE | 28604 | 4726 | 16.522165 | [-35.5346505475, -35.5233622552, -35.5150219957, -35.5101336785, -35.5066673223, -35.5011092565, -35.4968546149, -35.4908357036, -35.5142762725, -35.5111150783, -35.504566049, -35.5070399987, -35.4999671147, -35.5232722771, -35.5257881597, -35.5267819384, -35.5327631394, -35.5692125639, -35.6134964008, -35.6137465071, -35.6241248241, -35.634956285, -35.6474554743, -35.652753658, -35.6600435817, -35.6719276454, -35.6802077757, -35.6883485083, -35.7021518378, -35.7076085353, -35.7076321637, -35.7109529895, -35.7048653458, -35.7050764908, -35.7011691025, -35.6958118279, -35.6831847449, -35.6713560439, -35.6662750709, -35.661506355, -35.6781675386, -35.6912455635, -35.6927561032, -35.683589364, -35.6722474576, -35.6653344334, -35.6435119834, -35.6367477806, -35.6125978983, -35.6006318676, -35.5940512624, -35.5933637848, -35.5803820343, -35.5736169361, -35.5591649068, -35.5588359061, -35.556124465, -35.5346505475] | [-7.0093716626, -7.0312944746, -7.0304049193, -7.0316403711, -7.0254842982, -7.0259115863, -7.0331515734, -7.0663608872, -7.0620481716, -7.0708094162, -7.0753756597, -7.0838598128, -7.0944495536, -7.1049027484, -7.1095910703, -7.1143456721, -7.1200591044, -7.1223492932, -7.1339246106, -7.1339891913, -7.1324476198, -7.1328783302, -7.1449611946, -7.1395824016, -7.1388730661, -7.1469437812, -7.1483501235, -7.1351344613, -7.1127186363, -7.1038541885, -7.0900546264, -7.0885484665, -7.0817522622, -7.0728095738, -7.0616199212, -7.0635179881, -7.0462424626, -7.0479110331, -7.0378623356, -7.0343534547, -7.0396372392, -7.0356519232, -7.0274723261, -7.0258058331, -7.0171032205, -7.0123008639, -6.9844860372, -6.9803261889, -6.9765442596, -6.9675365005, -6.9531636171, -6.9478121819, -6.9414901535, -6.9694796863, -6.9772618235, -6.9776928493, -6.9812447672, -7.0093716626] |
| 3 | Alagoa Nova | POLYGON ((-35.7956605978 -7.0233298805, -35.7883797878 -7.0293064281, -35.7791899636 -7.0273504191, -35.7677619369 -7.0312422082, -35.7627294431 -7.0329511804, -35.7625969869 -7.033001411, -35.7553786276 -7.0266318508, -35.7532379256 -7.0308638238, -35.7433885655 -7.0291836415, -35.7355392872 -7.0216419455, -35.7148045463 -7.0249944982, -35.7115744081 -7.0232516639, -35.6927561032 -7.0274723261, -35.6912455635 -7.0356519232, -35.6781675386 -7.0396372392, -35.661506355 -7.0343534547, -35.6662750709 -7.0378623356, -35.6713560439 -7.0479110331, -35.6831847449 -7.0462424626, -35.6958118279 -7.0635179881, -35.7011691025 -7.0616199212, -35.7050764908 -7.0728095738, -35.7048653458 -7.0817522622, -35.7109529895 -7.0885484665, -35.7181033657 -7.0906986429, -35.7213553511 -7.0963665631, -35.7226989493 -7.098538731, -35.7527146339 -7.1080652228, -35.769288693 -7.1041928811, -35.7753175562 -7.1022350747, -35.7947213647 -7.1062642298, -35.7952779261 -7.1056326763, -35.8046841372 -7.1014184863, -35.8133040768 -7.1021266577, -35.8115630306 -7.0951624233, -35.8148092852 -7.0847170249, -35.8178607963 -7.0766928318, -35.8161140022 -7.0748868357, -35.8233490631 -7.0718609506, -35.8268983726 -7.0703759472, -35.8336970111 -7.0601326551, -35.8418312334 -7.0563115351, -35.855413245 -7.0503150412, -35.8552084325 -7.0501824653, -35.8406942405 -7.0407857583, -35.8320393219 -7.0291156557, -35.8249941009 -7.030205063, -35.8092376283 -7.031893364, -35.8088577222 -7.0317905388, -35.7956605978 -7.0233298805)) | 2500403 | ALAGOA NOVA | ALAGOA NOVA | 20595 | 2527 | 12.269968 | [-35.7956605978, -35.7883797878, -35.7791899636, -35.7677619369, -35.7627294431, -35.7625969869, -35.7553786276, -35.7532379256, -35.7433885655, -35.7355392872, -35.7148045463, -35.7115744081, -35.6927561032, -35.6912455635, -35.6781675386, -35.661506355, -35.6662750709, -35.6713560439, -35.6831847449, -35.6958118279, -35.7011691025, -35.7050764908, -35.7048653458, -35.7109529895, -35.7181033657, -35.7213553511, -35.7226989493, -35.7527146339, -35.769288693, -35.7753175562, -35.7947213647, -35.7952779261, -35.8046841372, -35.8133040768, -35.8115630306, -35.8148092852, -35.8178607963, -35.8161140022, -35.8233490631, -35.8268983726, -35.8336970111, -35.8418312334, -35.855413245, -35.8552084325, -35.8406942405, -35.8320393219, -35.8249941009, -35.8092376283, -35.8088577222, -35.7956605978] | [-7.0233298805, -7.0293064281, -7.0273504191, -7.0312422082, -7.0329511804, -7.033001411, -7.0266318508, -7.0308638238, -7.0291836415, -7.0216419455, -7.0249944982, -7.0232516639, -7.0274723261, -7.0356519232, -7.0396372392, -7.0343534547, -7.0378623356, -7.0479110331, -7.0462424626, -7.0635179881, -7.0616199212, -7.0728095738, -7.0817522622, -7.0885484665, -7.0906986429, -7.0963665631, -7.098538731, -7.1080652228, -7.1041928811, -7.1022350747, -7.1062642298, -7.1056326763, -7.1014184863, -7.1021266577, -7.0951624233, -7.0847170249, -7.0766928318, -7.0748868357, -7.0718609506, -7.0703759472, -7.0601326551, -7.0563115351, -7.0503150412, -7.0501824653, -7.0407857583, -7.0291156557, -7.030205063, -7.031893364, -7.0317905388, -7.0233298805] |
| 4 | Alagoinha | POLYGON ((-35.563448683 -6.9076043834, -35.5341058468 -6.9285429881, -35.4790274554 -6.9231441642, -35.4723656671 -6.9230677367, -35.471653295 -6.9351610244, -35.4655591843 -6.9522510224, -35.4584040906 -6.9571770768, -35.4599012842 -6.9636597116, -35.4591823615 -6.9737424557, -35.4633804927 -6.9814290715, -35.4793948431 -6.9898977063, -35.518955305 -6.9858251289, -35.5236297008 -6.9913924235, -35.5149435736 -7.0057518537, -35.5197240183 -7.0185864313, -35.514968867 -7.0222883045, -35.5150219957 -7.0304049193, -35.5233622552 -7.0312944746, -35.5346505475 -7.0093716626, -35.556124465 -6.9812447672, -35.5588359061 -6.9776928493, -35.5591649068 -6.9772618235, -35.5736169361 -6.9694796863, -35.5803820343 -6.9414901535, -35.5797064502 -6.9408153063, -35.5709090537 -6.9347516961, -35.5823461504 -6.9192374662, -35.563448683 -6.9076043834)) | 2500502 | ALAGOINHA | ALAGOINHA | 14376 | 2125 | 14.781580 | [-35.563448683, -35.5341058468, -35.4790274554, -35.4723656671, -35.471653295, -35.4655591843, -35.4584040906, -35.4599012842, -35.4591823615, -35.4633804927, -35.4793948431, -35.518955305, -35.5236297008, -35.5149435736, -35.5197240183, -35.514968867, -35.5150219957, -35.5233622552, -35.5346505475, -35.556124465, -35.5588359061, -35.5591649068, -35.5736169361, -35.5803820343, -35.5797064502, -35.5709090537, -35.5823461504, -35.563448683] | [-6.9076043834, -6.9285429881, -6.9231441642, -6.9230677367, -6.9351610244, -6.9522510224, -6.9571770768, -6.9636597116, -6.9737424557, -6.9814290715, -6.9898977063, -6.9858251289, -6.9913924235, -7.0057518537, -7.0185864313, -7.0222883045, -7.0304049193, -7.0312944746, -7.0093716626, -6.9812447672, -6.9776928493, -6.9772618235, -6.9694796863, -6.9414901535, -6.9408153063, -6.9347516961, -6.9192374662, -6.9076043834] |
| 5 | Alcantil | POLYGON ((-36.0324031559 -7.5869058336, -36.0210260674 -7.5910291352, -36.0185069404 -7.5953065329, -36.0165736138 -7.5882206227, -36.0061803829 -7.5899572883, -36.0031940834 -7.5873931308, -35.990135089 -7.5951224431, -35.9908626013 -7.6011477913, -35.9758542485 -7.6131179374, -35.9710098363 -7.624453655, -35.9723886601 -7.632671745, -35.9625502778 -7.6395641932, -35.9650229064 -7.6483528374, -35.9595486527 -7.6522763818, -35.9715608359 -7.6683765288, -35.9770669839 -7.6844354807, -35.9818952442 -7.6916985706, -35.9810059925 -7.6942410175, -35.9744581757 -7.6943746337, -35.9758537185 -7.7064008659, -35.9788403234 -7.7052808967, -35.9809674235 -7.7173912689, -35.9838893681 -7.7177114479, -35.9872736188 -7.7263145102, -35.9851937904 -7.7312517063, -35.9921306337 -7.7309717205, -35.9909948005 -7.7367469033, -35.9849202802 -7.7373677087, -35.9926312446 -7.7433361153, -35.995987569 -7.7622220041, -35.9999859263 -7.7628520215, -36.0053809587 -7.7588095241, -36.0076447567 -7.7611669547, -36.0096626693 -7.7578008795, -36.0110324075 -7.765557193, -36.0146447591 -7.7648952652, -36.0296866634 -7.7857647822, -36.0312398826 -7.7945513919, -36.0350796276 -7.7957804669, -36.0429152544 -7.793251012, -36.0535393386 -7.8009492758, -36.0686587292 -7.7805620742, -36.1030394742 -7.7790155233, -36.1169440105 -7.7853746789, -36.1264876787 -7.7837917795, -36.1273599857 -7.7690433309, -36.1189139809 -7.7515969803, -36.1170649247 -7.7344850443, -36.1071081613 -7.7249505338, -36.1047359573 -7.7173203375, -36.1309031811 -7.6679696591, -36.1262175549 -7.659611564, -36.1283545606 -7.6501457066, -36.1257164945 -7.6442184467, -36.1314684819 -7.6386580715, -36.1234143155 -7.6359785841, -36.1156065435 -7.6407019886, -36.1098447379 -7.6361833676, -36.1165990409 -7.6301544588, -36.1110005086 -7.6230732623, -36.1041575143 -7.6295475678, -36.1034410204 -7.6196290967, -36.0975462988 -7.6237915777, -36.0963092767 -7.6160681342, -36.0917071928 -7.6160635817, -36.0894164282 -7.6125849392, -36.087367242 -7.6160589669, -36.0755127127 -7.613936354, -36.0712920954 -7.6129480081, -36.07132572 -7.6039162326, -36.0704039976 -7.6018894278, -36.0634672406 -7.6079591389, -36.0629981208 -7.6033116302, -36.0561677671 -7.6015283063, -36.0590350864 -7.5972265639, -36.0552534646 -7.5885975559, -36.0506452361 -7.5914325074, -36.0347504452 -7.5887666551, -36.0324031559 -7.5869058336)) | 2500536 | ALCANTIL | ALCANTIL | 5475 | 764 | 13.954338 | [-36.0324031559, -36.0210260674, -36.0185069404, -36.0165736138, -36.0061803829, -36.0031940834, -35.990135089, -35.9908626013, -35.9758542485, -35.9710098363, -35.9723886601, -35.9625502778, -35.9650229064, -35.9595486527, -35.9715608359, -35.9770669839, -35.9818952442, -35.9810059925, -35.9744581757, -35.9758537185, -35.9788403234, -35.9809674235, -35.9838893681, -35.9872736188, -35.9851937904, -35.9921306337, -35.9909948005, -35.9849202802, -35.9926312446, -35.995987569, -35.9999859263, -36.0053809587, -36.0076447567, -36.0096626693, -36.0110324075, -36.0146447591, -36.0296866634, -36.0312398826, -36.0350796276, -36.0429152544, -36.0535393386, -36.0686587292, -36.1030394742, -36.1169440105, -36.1264876787, -36.1273599857, -36.1189139809, -36.1170649247, -36.1071081613, -36.1047359573, -36.1309031811, -36.1262175549, -36.1283545606, -36.1257164945, -36.1314684819, -36.1234143155, -36.1156065435, -36.1098447379, -36.1165990409, -36.1110005086, -36.1041575143, -36.1034410204, -36.0975462988, -36.0963092767, -36.0917071928, -36.0894164282, -36.087367242, -36.0755127127, -36.0712920954, -36.07132572, -36.0704039976, -36.0634672406, -36.0629981208, -36.0561677671, -36.0590350864, -36.0552534646, -36.0506452361, -36.0347504452, -36.0324031559] | [-7.5869058336, -7.5910291352, -7.5953065329, -7.5882206227, -7.5899572883, -7.5873931308, -7.5951224431, -7.6011477913, -7.6131179374, -7.624453655, -7.632671745, -7.6395641932, -7.6483528374, -7.6522763818, -7.6683765288, -7.6844354807, -7.6916985706, -7.6942410175, -7.6943746337, -7.7064008659, -7.7052808967, -7.7173912689, -7.7177114479, -7.7263145102, -7.7312517063, -7.7309717205, -7.7367469033, -7.7373677087, -7.7433361153, -7.7622220041, -7.7628520215, -7.7588095241, -7.7611669547, -7.7578008795, -7.765557193, -7.7648952652, -7.7857647822, -7.7945513919, -7.7957804669, -7.793251012, -7.8009492758, -7.7805620742, -7.7790155233, -7.7853746789, -7.7837917795, -7.7690433309, -7.7515969803, -7.7344850443, -7.7249505338, -7.7173203375, -7.6679696591, -7.659611564, -7.6501457066, -7.6442184467, -7.6386580715, -7.6359785841, -7.6407019886, -7.6361833676, -7.6301544588, -7.6230732623, -7.6295475678, -7.6196290967, -7.6237915777, -7.6160681342, -7.6160635817, -7.6125849392, -7.6160589669, -7.613936354, -7.6129480081, -7.6039162326, -7.6018894278, -7.6079591389, -7.6033116302, -7.6015283063, -7.5972265639, -7.5885975559, -7.5914325074, -7.5887666551, -7.5869058336] |
| 6 | Algodão de Jandaíra | POLYGON ((-35.8390752118 -6.8461582901, -35.8286198338 -6.8563896856, -35.8098386605 -6.8632165272, -35.8025346948 -6.8658928843, -35.8071057869 -6.8733909152, -35.8091401945 -6.8797710252, -35.8191453475 -6.873825592, -35.8490456359 -6.855295096, -35.8725391333 -6.8613045091, -35.8929453136 -6.8764902335, -35.9031636009 -6.8898914716, -35.951618182 -6.890023335, -35.9449869315 -6.9015198699, -35.9514980948 -6.9090603163, -35.9637691206 -6.9222110035, -35.9798332777 -6.9242820519, -35.9842343959 -6.9314330648, -36.0108278778 -6.9437023473, -36.0108025338 -6.9476008025, -36.0175430481 -6.9520884961, -36.0198829337 -6.9614709253, -36.0489817773 -6.9771783566, -36.0564967846 -6.9710007492, -36.0776573225 -6.9707228827, -36.1125168163 -6.9307651015, -36.0981420496 -6.9234768461, -36.0713770553 -6.9065228024, -36.0551690406 -6.8933914456, -36.0323937775 -6.8815011092, -36.0244453005 -6.8792803685, -36.0018812769 -6.8693562096, -35.9385682654 -6.828564612, -35.938420586 -6.8284506827, -35.9232694536 -6.8149830764, -35.9164554242 -6.7957820304, -35.8973826916 -6.7932019355, -35.8911791291 -6.7930344506, -35.8689794615 -6.8165963021, -35.8440259949 -6.8360174944, -35.8390752118 -6.8461582901)) | 2500577 | ALGODAO DE JANDAIRA | ALGODAO DE JANDAIRA | 2488 | 525 | 21.101286 | [-35.8390752118, -35.8286198338, -35.8098386605, -35.8025346948, -35.8071057869, -35.8091401945, -35.8191453475, -35.8490456359, -35.8725391333, -35.8929453136, -35.9031636009, -35.951618182, -35.9449869315, -35.9514980948, -35.9637691206, -35.9798332777, -35.9842343959, -36.0108278778, -36.0108025338, -36.0175430481, -36.0198829337, -36.0489817773, -36.0564967846, -36.0776573225, -36.1125168163, -36.0981420496, -36.0713770553, -36.0551690406, -36.0323937775, -36.0244453005, -36.0018812769, -35.9385682654, -35.938420586, -35.9232694536, -35.9164554242, -35.8973826916, -35.8911791291, -35.8689794615, -35.8440259949, -35.8390752118] | [-6.8461582901, -6.8563896856, -6.8632165272, -6.8658928843, -6.8733909152, -6.8797710252, -6.873825592, -6.855295096, -6.8613045091, -6.8764902335, -6.8898914716, -6.890023335, -6.9015198699, -6.9090603163, -6.9222110035, -6.9242820519, -6.9314330648, -6.9437023473, -6.9476008025, -6.9520884961, -6.9614709253, -6.9771783566, -6.9710007492, -6.9707228827, -6.9307651015, -6.9234768461, -6.9065228024, -6.8933914456, -6.8815011092, -6.8792803685, -6.8693562096, -6.828564612, -6.8284506827, -6.8149830764, -6.7957820304, -6.7932019355, -6.7930344506, -6.8165963021, -6.8360174944, -6.8461582901] |
| 7 | Alhandra | POLYGON ((-34.9260535685 -7.2726124545, -34.9199007923 -7.2804215625, -34.9166000368 -7.2888658255, -34.9197228681 -7.2998165651, -34.9182491737 -7.3031530402, -34.8806156455 -7.3242585613, -34.8737762864 -7.333396259, -34.8653278758 -7.3383239925, -34.8595293685 -7.3429337252, -34.8696947164 -7.3545029789, -34.8709134575 -7.3607388312, -34.8740908031 -7.3647185995, -34.896573341 -7.3928826883, -34.910498816 -7.410331456, -34.9007658841 -7.4165159739, -34.8859235692 -7.4164138243, -34.8812188393 -7.4169193812, -34.870873913 -7.4293306332, -34.8634188592 -7.4335125082, -34.8624415165 -7.4290271702, -34.8489178438 -7.4378239775, -34.8491591007 -7.4384676405, -34.8561512356 -7.4390858656, -34.8602835344 -7.4542318085, -34.8762395304 -7.4559934265, -34.8855577376 -7.4594136854, -34.9063928093 -7.4468174471, -34.9099695187 -7.4449270147, -34.9197225652 -7.4393207693, -34.9240010272 -7.4311473973, -34.94130104 -7.4220347492, -34.9423707865 -7.4162881863, -34.9542783206 -7.4048858196, -34.9525384277 -7.3884927628, -34.9577747082 -7.3810839262, -34.9673086824 -7.3675897691, -34.9558643801 -7.3496907832, -34.9803747993 -7.3282683011, -34.9833329579 -7.3259307809, -35.0434832383 -7.2783739915, -35.039276508 -7.2764032907, -35.0174966485 -7.2699980664, -34.9908259108 -7.2677072221, -34.9738052964 -7.2738651864, -34.9686142408 -7.2821279821, -34.9625062761 -7.2815668425, -34.9497229086 -7.2753499958, -34.9435232956 -7.248536677, -34.9343443695 -7.2521088453, -34.9376346059 -7.26092577, -34.9392751072 -7.2730139086, -34.9260535685 -7.2726124545)) | 2500601 | ALHANDRA | ALHANDRA | 19412 | 3488 | 17.968267 | [-34.9260535685, -34.9199007923, -34.9166000368, -34.9197228681, -34.9182491737, -34.8806156455, -34.8737762864, -34.8653278758, -34.8595293685, -34.8696947164, -34.8709134575, -34.8740908031, -34.896573341, -34.910498816, -34.9007658841, -34.8859235692, -34.8812188393, -34.870873913, -34.8634188592, -34.8624415165, -34.8489178438, -34.8491591007, -34.8561512356, -34.8602835344, -34.8762395304, -34.8855577376, -34.9063928093, -34.9099695187, -34.9197225652, -34.9240010272, -34.94130104, -34.9423707865, -34.9542783206, -34.9525384277, -34.9577747082, -34.9673086824, -34.9558643801, -34.9803747993, -34.9833329579, -35.0434832383, -35.039276508, -35.0174966485, -34.9908259108, -34.9738052964, -34.9686142408, -34.9625062761, -34.9497229086, -34.9435232956, -34.9343443695, -34.9376346059, -34.9392751072, -34.9260535685] | [-7.2726124545, -7.2804215625, -7.2888658255, -7.2998165651, -7.3031530402, -7.3242585613, -7.333396259, -7.3383239925, -7.3429337252, -7.3545029789, -7.3607388312, -7.3647185995, -7.3928826883, -7.410331456, -7.4165159739, -7.4164138243, -7.4169193812, -7.4293306332, -7.4335125082, -7.4290271702, -7.4378239775, -7.4384676405, -7.4390858656, -7.4542318085, -7.4559934265, -7.4594136854, -7.4468174471, -7.4449270147, -7.4393207693, -7.4311473973, -7.4220347492, -7.4162881863, -7.4048858196, -7.3884927628, -7.3810839262, -7.3675897691, -7.3496907832, -7.3282683011, -7.3259307809, -7.2783739915, -7.2764032907, -7.2699980664, -7.2677072221, -7.2738651864, -7.2821279821, -7.2815668425, -7.2753499958, -7.248536677, -7.2521088453, -7.26092577, -7.2730139086, -7.2726124545] |
| 8 | São João do Rio do Peixe | POLYGON ((-38.3478254243 -6.5805750917, -38.3417353376 -6.5817249329, -38.334268993 -6.5779237738, -38.3424400925 -6.5909318139, -38.3424928223 -6.6029837492, -38.3527355232 -6.614372343, -38.3526158636 -6.6199606188, -38.3411660131 -6.6285062039, -38.3458748803 -6.6365747512, -38.3505338953 -6.6592028521, -38.3550639475 -6.6808108245, -38.3550693869 -6.6812550407, -38.3552243872 -6.6938205775, -38.3559970342 -6.7573914818, -38.3598930029 -6.7621482747, -38.3721464377 -6.772302359, -38.3533823361 -6.7715254876, -38.3510717112 -6.7939355673, -38.3517103956 -6.7958023531, -38.3527353818 -6.7987935169, -38.3630974239 -6.8241681659, -38.3637508369 -6.8506591896, -38.3638831828 -6.8560203049, -38.3700873134 -6.863910551, -38.3577935349 -6.8787665424, -38.3484893157 -6.8806515826, -38.3561632198 -6.8953439804, -38.3631559775 -6.9098421449, -38.369383279 -6.9141304003, -38.3653752216 -6.9196135946, -38.3673749205 -6.9211235705, -38.3784964415 -6.9186995476, 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| 9 | Amparo | POLYGON ((-36.998984768 -7.6059865803, -36.9818880732 -7.6198370213, -36.9883985737 -7.6302923358, -37.0451941548 -7.6086921226, -37.05968674 -7.6112345895, -37.0693334308 -7.6093129073, -37.0755468559 -7.5994838979, -37.0856432092 -7.5956165829, -37.0956171532 -7.5721604107, -37.0900567822 -7.5688035551, -37.0937328999 -7.5595737034, -37.0901157805 -7.5556734666, -37.0858548562 -7.5173860057, -37.0679671022 -7.5167010248, -37.0534817101 -7.5041609336, -37.0428169374 -7.5035063787, -37.0300750156 -7.4980301268, -37.0258208031 -7.4969170904, -37.0256476016 -7.4968040162, -37.024862048 -7.4962901868, -37.0228562355 -7.5017739102, -37.0117818496 -7.5039765933, -36.9781543215 -7.5427202894, -37.0001923326 -7.5638960688, -37.0020548513 -7.5675668823, -36.9988807334 -7.5747199522, -37.0018400152 -7.5794109157, -36.9982859667 -7.584821399, -36.998984768 -7.6059865803)) | 2500734 | AMPARO | AMPARO | 2229 | 475 | 21.310004 | [-36.998984768, -36.9818880732, -36.9883985737, -37.0451941548, -37.05968674, -37.0693334308, -37.0755468559, -37.0856432092, -37.0956171532, -37.0900567822, -37.0937328999, -37.0901157805, -37.0858548562, -37.0679671022, -37.0534817101, -37.0428169374, -37.0300750156, -37.0258208031, -37.0256476016, -37.024862048, -37.0228562355, -37.0117818496, -36.9781543215, -37.0001923326, -37.0020548513, -36.9988807334, -37.0018400152, -36.9982859667, -36.998984768] | [-7.6059865803, -7.6198370213, -7.6302923358, -7.6086921226, -7.6112345895, -7.6093129073, -7.5994838979, -7.5956165829, -7.5721604107, -7.5688035551, -7.5595737034, -7.5556734666, -7.5173860057, -7.5167010248, -7.5041609336, -7.5035063787, -7.4980301268, -7.4969170904, -7.4968040162, -7.4962901868, -7.5017739102, -7.5039765933, -7.5427202894, -7.5638960688, -7.5675668823, -7.5747199522, -7.5794109157, -7.584821399, -7.6059865803] |
| 10 | Aparecida | POLYGON ((-38.0161044794 -6.670068508, -38.0115638266 -6.6749909917, -37.9978282153 -6.676742748, -37.9828286787 -6.696492868, -37.9858326594 -6.7115263199, -38.0288224163 -6.7171782945, -38.0245193405 -6.7635729892, -38.024508148 -6.7636902346, -38.0162063413 -6.7716750106, -38.0141355327 -6.7807277539, -38.0163297369 -6.7881039402, -38.0096804199 -6.7972514123, -37.9998670856 -6.8164038914, -37.9897957027 -6.8265673316, -37.9949656636 -6.8281732367, -38.0026594815 -6.82382358, -38.0099638006 -6.8309059606, -38.0100276125 -6.8310787281, -38.0116264443 -6.8478125864, -38.0008202968 -6.8553431219, -37.9971619818 -6.8724919698, -38.0142942152 -6.8842633767, -38.0263064887 -6.8813639952, -38.0301161473 -6.8871646812, -38.0406438107 -6.887273314, -38.0681991423 -6.8793419511, -38.0888705355 -6.887022648, -38.105346304 -6.8866975431, -38.1227888593 -6.8972219163, -38.1339104201 -6.8924272375, -38.1505283788 -6.8951327189, -38.1371767226 -6.8723825327, -38.1329855876 -6.8713903003, -38.1309107518 -6.8600409595, -38.1189089645 -6.8531936146, -38.1295132782 -6.8176229612, -38.1355955993 -6.7875385459, -38.1396923821 -6.7530403645, -38.1014748792 -6.7229457386, -38.0915665508 -6.6887772022, -38.0870880937 -6.6884259368, -38.0861134553 -6.6845556015, -38.0690094027 -6.6727407018, -38.0487929796 -6.6752692683, -38.0386555042 -6.6685991205, -38.0161044794 -6.670068508)) | 2500775 | APARECIDA | APARECIDA | 8348 | 1182 | 14.159080 | [-38.0161044794, -38.0115638266, -37.9978282153, -37.9828286787, -37.9858326594, -38.0288224163, -38.0245193405, -38.024508148, -38.0162063413, -38.0141355327, -38.0163297369, -38.0096804199, -37.9998670856, -37.9897957027, -37.9949656636, -38.0026594815, -38.0099638006, -38.0100276125, -38.0116264443, -38.0008202968, -37.9971619818, -38.0142942152, -38.0263064887, -38.0301161473, -38.0406438107, -38.0681991423, -38.0888705355, -38.105346304, -38.1227888593, -38.1339104201, -38.1505283788, -38.1371767226, -38.1329855876, -38.1309107518, -38.1189089645, -38.1295132782, -38.1355955993, -38.1396923821, -38.1014748792, -38.0915665508, -38.0870880937, -38.0861134553, -38.0690094027, -38.0487929796, -38.0386555042, -38.0161044794] | [-6.670068508, -6.6749909917, -6.676742748, -6.696492868, -6.7115263199, -6.7171782945, -6.7635729892, -6.7636902346, -6.7716750106, -6.7807277539, -6.7881039402, -6.7972514123, -6.8164038914, -6.8265673316, -6.8281732367, -6.82382358, -6.8309059606, -6.8310787281, -6.8478125864, -6.8553431219, -6.8724919698, -6.8842633767, -6.8813639952, -6.8871646812, -6.887273314, -6.8793419511, -6.887022648, -6.8866975431, -6.8972219163, -6.8924272375, -6.8951327189, -6.8723825327, -6.8713903003, -6.8600409595, -6.8531936146, -6.8176229612, -6.7875385459, -6.7530403645, -6.7229457386, -6.6887772022, -6.6884259368, -6.6845556015, -6.6727407018, -6.6752692683, -6.6685991205, -6.670068508] |
| 11 | Araçagi | POLYGON ((-35.3230058364 -6.7985253596, -35.3274253104 -6.8244819941, -35.3056146273 -6.8315462608, -35.3001012623 -6.8512003731, -35.3184527943 -6.8604124659, -35.3157630005 -6.8713660014, -35.3053186031 -6.8836412385, -35.305215094 -6.8960144416, -35.3015403047 -6.9033742994, -35.3020311726 -6.9082488051, -35.2957394115 -6.9130112626, -35.2922314479 -6.9252910774, -35.287165704 -6.9430160514, -35.2774772772 -6.9425788725, -35.2739439928 -6.9475649024, -35.2662136561 -6.9525099134, -35.2628300031 -6.9547657269, -35.2622604272 -6.9550287569, -35.2626917993 -6.9554187901, -35.2776232712 -6.9689116297, -35.3159501129 -6.9849464993, -35.3168474055 -6.9850628104, -35.3168920054 -6.9849252343, -35.3406465335 -6.955962574, -35.342790393 -6.9420055731, -35.3456065608 -6.9410791785, -35.3624570508 -6.9397234179, -35.3809905041 -6.9325420428, -35.3821683747 -6.9236526485, -35.3843425351 -6.9014393463, -35.3851145693 -6.8935415875, -35.3887513431 -6.8562899609, -35.3917630799 -6.8539149577, -35.3895420061 -6.8483685735, -35.3931420948 -6.8454965587, -35.3981825879 -6.8466897654, -35.3999196761 -6.8442822052, -35.4026106961 -6.8476884755, -35.4034557843 -6.8454209112, -35.4060902492 -6.8325126089, -35.4096093457 -6.8350952142, -35.4114056578 -6.830316003, -35.4155883932 -6.8309062429, -35.4188534033 -6.832530967, -35.4174085223 -6.824799853, -35.4223016491 -6.8226974127, -35.4184077548 -6.8132985944, -35.4279982104 -6.8151542949, -35.4298317338 -6.812898309, -35.4591752851 -6.8210880368, -35.4644954662 -6.8116522811, -35.461536938 -6.8093723556, -35.4464301537 -6.7920865938, -35.4352887124 -6.7873435408, -35.4237552999 -6.7768708586, -35.4170079777 -6.7743473542, -35.408584614 -6.7654595887, -35.3904156043 -6.7611671715, -35.3741391204 -6.7559962446, -35.3725695174 -6.7554697613, -35.3720513709 -6.755296171, -35.3585300692 -6.7569891783, -35.3503209281 -6.7741644032, -35.3501693015 -6.7742439805, -35.3402101607 -6.7794166633, -35.3248114867 -6.7794651882, -35.320769688 -6.7884897256, -35.3157870494 -6.7885565668, -35.3230058364 -6.7985253596)) | 2500809 | ARACAGI | ARACAGI | 17061 | 2920 | 17.115058 | [-35.3230058364, -35.3274253104, -35.3056146273, -35.3001012623, -35.3184527943, -35.3157630005, -35.3053186031, -35.305215094, -35.3015403047, -35.3020311726, -35.2957394115, -35.2922314479, -35.287165704, -35.2774772772, -35.2739439928, -35.2662136561, -35.2628300031, -35.2622604272, -35.2626917993, -35.2776232712, -35.3159501129, -35.3168474055, -35.3168920054, -35.3406465335, -35.342790393, -35.3456065608, -35.3624570508, -35.3809905041, -35.3821683747, -35.3843425351, -35.3851145693, -35.3887513431, -35.3917630799, -35.3895420061, -35.3931420948, -35.3981825879, -35.3999196761, -35.4026106961, -35.4034557843, -35.4060902492, -35.4096093457, -35.4114056578, -35.4155883932, -35.4188534033, -35.4174085223, -35.4223016491, -35.4184077548, -35.4279982104, -35.4298317338, -35.4591752851, -35.4644954662, -35.461536938, -35.4464301537, -35.4352887124, -35.4237552999, -35.4170079777, -35.408584614, -35.3904156043, -35.3741391204, -35.3725695174, -35.3720513709, -35.3585300692, -35.3503209281, -35.3501693015, -35.3402101607, -35.3248114867, -35.320769688, -35.3157870494, -35.3230058364] | [-6.7985253596, -6.8244819941, -6.8315462608, -6.8512003731, -6.8604124659, -6.8713660014, -6.8836412385, -6.8960144416, -6.9033742994, -6.9082488051, -6.9130112626, -6.9252910774, -6.9430160514, -6.9425788725, -6.9475649024, -6.9525099134, -6.9547657269, -6.9550287569, -6.9554187901, -6.9689116297, -6.9849464993, -6.9850628104, -6.9849252343, -6.955962574, -6.9420055731, -6.9410791785, -6.9397234179, -6.9325420428, -6.9236526485, -6.9014393463, -6.8935415875, -6.8562899609, -6.8539149577, -6.8483685735, -6.8454965587, -6.8466897654, -6.8442822052, -6.8476884755, -6.8454209112, -6.8325126089, -6.8350952142, -6.830316003, -6.8309062429, -6.832530967, -6.824799853, -6.8226974127, -6.8132985944, -6.8151542949, -6.812898309, -6.8210880368, -6.8116522811, -6.8093723556, -6.7920865938, -6.7873435408, -6.7768708586, -6.7743473542, -6.7654595887, -6.7611671715, -6.7559962446, -6.7554697613, -6.755296171, -6.7569891783, -6.7741644032, -6.7742439805, -6.7794166633, -6.7794651882, -6.7884897256, -6.7885565668, -6.7985253596] |
| 12 | Arara | POLYGON ((-35.7290981952 -6.8168585546, -35.7197466169 -6.8247940569, -35.7158930943 -6.8206738291, -35.705770222 -6.8192086799, -35.7019159792 -6.8146692947, -35.7005482297 -6.8143185133, -35.7016003466 -6.8328533688, -35.7088167654 -6.8408222491, -35.6991427641 -6.8460910213, -35.6925618672 -6.8598065076, -35.6875878498 -6.8618159399, -35.6781400786 -6.8673277702, -35.6739878146 -6.8662982764, -35.6585728146 -6.8676978993, -35.6530458637 -6.8816716928, -35.6457401281 -6.8823004423, -35.6452514251 -6.8830007088, -35.6497438936 -6.9096255856, -35.6562589182 -6.9098333751, -35.6594036341 -6.9069510486, -35.669483984 -6.8999374062, -35.6797541146 -6.8907285307, -35.7213699185 -6.8938485008, -35.7268525859 -6.8942593451, -35.7298524312 -6.8926587063, -35.7500686021 -6.8826998377, -35.7647023378 -6.8832305397, -35.7672582596 -6.8747849583, -35.7751389633 -6.8760762156, -35.7829524386 -6.8735340691, -35.7857690744 -6.8726176099, -35.8004595796 -6.8640926589, -35.8025346948 -6.8658928843, -35.8098386605 -6.8632165272, -35.8081480236 -6.8476108787, -35.8116419626 -6.8429582544, -35.8063305145 -6.8407753981, -35.8050651422 -6.8341693296, -35.7961434129 -6.8339266236, -35.7920015004 -6.8263299285, -35.7865216196 -6.8237796007, -35.7624192243 -6.8237548833, -35.75919821 -6.8241678771, -35.7549548456 -6.8245172994, -35.7521564823 -6.8249333855, -35.742222931 -6.8131222274, -35.7290981952 -6.8168585546)) | 2500908 | ARARA | ARARA | 13448 | 1822 | 13.548483 | [-35.7290981952, -35.7197466169, -35.7158930943, -35.705770222, -35.7019159792, -35.7005482297, -35.7016003466, -35.7088167654, -35.6991427641, -35.6925618672, -35.6875878498, -35.6781400786, -35.6739878146, -35.6585728146, -35.6530458637, -35.6457401281, -35.6452514251, -35.6497438936, -35.6562589182, -35.6594036341, -35.669483984, -35.6797541146, -35.7213699185, -35.7268525859, -35.7298524312, -35.7500686021, -35.7647023378, -35.7672582596, -35.7751389633, -35.7829524386, -35.7857690744, -35.8004595796, -35.8025346948, -35.8098386605, -35.8081480236, -35.8116419626, -35.8063305145, -35.8050651422, -35.7961434129, -35.7920015004, -35.7865216196, -35.7624192243, -35.75919821, -35.7549548456, -35.7521564823, -35.742222931, -35.7290981952] | [-6.8168585546, -6.8247940569, -6.8206738291, -6.8192086799, -6.8146692947, -6.8143185133, -6.8328533688, -6.8408222491, -6.8460910213, -6.8598065076, -6.8618159399, -6.8673277702, -6.8662982764, -6.8676978993, -6.8816716928, -6.8823004423, -6.8830007088, -6.9096255856, -6.9098333751, -6.9069510486, -6.8999374062, -6.8907285307, -6.8938485008, -6.8942593451, -6.8926587063, -6.8826998377, -6.8832305397, -6.8747849583, -6.8760762156, -6.8735340691, -6.8726176099, -6.8640926589, -6.8658928843, -6.8632165272, -6.8476108787, -6.8429582544, -6.8407753981, -6.8341693296, -6.8339266236, -6.8263299285, -6.8237796007, -6.8237548833, -6.8241678771, -6.8245172994, -6.8249333855, -6.8131222274, -6.8168585546] |
| 13 | Araruna | POLYGON ((-35.6569367064 -6.4453819066, -35.6364723379 -6.45398821, -35.653109445 -6.4914300143, -35.6639579185 -6.5004002031, -35.6871057958 -6.5335636313, -35.6917131059 -6.5543107263, -35.7127032285 -6.565419181, -35.7207800759 -6.5655482335, -35.7192582071 -6.5686889981, -35.7083448933 -6.5891506541, -35.6898150536 -6.5907318172, -35.7068130267 -6.5994578708, -35.7182399054 -6.6013625549, -35.7225586762 -6.6109998525, -35.7345980285 -6.6135337173, -35.73666196 -6.6013468271, -35.7402987005 -6.5970212271, -35.7491485731 -6.5975158235, -35.755352712 -6.5920981519, -35.7765828074 -6.5958015695, -35.7768839051 -6.595639738, -35.8098577911 -6.5779781769, -35.8209402367 -6.5733002377, -35.8308707043 -6.5637169687, -35.8587410615 -6.5466670052, -35.8678627976 -6.5453818687, -35.852762014 -6.4872133556, -35.8169904781 -6.4850935881, -35.7823015101 -6.4830359421, -35.7795980783 -6.4828754057, -35.7729957797 -6.4824436199, -35.7498993031 -6.4780910502, -35.7432332578 -6.473484507, -35.7408275535 -6.4759035395, -35.7258641158 -6.4692113422, -35.7215288528 -6.4712651883, -35.7109289801 -6.4706936789, -35.6978539043 -6.4624908657, -35.6816459178 -6.447528101, -35.6710208669 -6.4513235205, -35.664830523 -6.4501145669, -35.6632768181 -6.4464296994, -35.6569367064 -6.4453819066)) | 2501005 | ARARUNA | ARARUNA | 20237 | 2726 | 13.470376 | [-35.6569367064, -35.6364723379, -35.653109445, -35.6639579185, -35.6871057958, -35.6917131059, -35.7127032285, -35.7207800759, -35.7192582071, -35.7083448933, -35.6898150536, -35.7068130267, -35.7182399054, -35.7225586762, -35.7345980285, -35.73666196, -35.7402987005, -35.7491485731, -35.755352712, -35.7765828074, -35.7768839051, -35.8098577911, -35.8209402367, -35.8308707043, -35.8587410615, -35.8678627976, -35.852762014, -35.8169904781, -35.7823015101, -35.7795980783, -35.7729957797, -35.7498993031, -35.7432332578, -35.7408275535, -35.7258641158, -35.7215288528, -35.7109289801, -35.6978539043, -35.6816459178, -35.6710208669, -35.664830523, -35.6632768181, -35.6569367064] | [-6.4453819066, -6.45398821, -6.4914300143, -6.5004002031, -6.5335636313, -6.5543107263, -6.565419181, -6.5655482335, -6.5686889981, -6.5891506541, -6.5907318172, -6.5994578708, -6.6013625549, -6.6109998525, -6.6135337173, -6.6013468271, -6.5970212271, -6.5975158235, -6.5920981519, -6.5958015695, -6.595639738, -6.5779781769, -6.5733002377, -6.5637169687, -6.5466670052, -6.5453818687, -6.4872133556, -6.4850935881, -6.4830359421, -6.4828754057, -6.4824436199, -6.4780910502, -6.473484507, -6.4759035395, -6.4692113422, -6.4712651883, -6.4706936789, -6.4624908657, -6.447528101, -6.4513235205, -6.4501145669, -6.4464296994, -6.4453819066] |
| 14 | Areia | POLYGON ((-35.7829524386 -6.8735340691, -35.7751389633 -6.8760762156, -35.7672582596 -6.8747849583, -35.7647023378 -6.8832305397, -35.7500686021 -6.8826998377, -35.7298524312 -6.8926587063, -35.7268525859 -6.8942593451, -35.7213699185 -6.8938485008, -35.6797541146 -6.8907285307, -35.669483984 -6.8999374062, -35.6594036341 -6.9069510486, -35.6562589182 -6.9098333751, -35.6497438936 -6.9096255856, -35.6494742483 -6.9095752304, -35.6133478392 -6.9162340029, -35.6045419182 -6.9171301195, -35.5828006983 -6.9191930912, -35.5823461504 -6.9192374662, -35.5709090537 -6.9347516961, -35.5797064502 -6.9408153063, -35.5803820343 -6.9414901535, -35.5933637848 -6.9478121819, -35.5940512624 -6.9531636171, -35.6006318676 -6.9675365005, -35.6125978983 -6.9765442596, -35.6367477806 -6.9803261889, -35.6435119834 -6.9844860372, -35.6653344334 -7.0123008639, -35.6722474576 -7.0171032205, -35.683589364 -7.0258058331, -35.6927561032 -7.0274723261, -35.7115744081 -7.0232516639, -35.7148045463 -7.0249944982, -35.7355392872 -7.0216419455, -35.7433885655 -7.0291836415, -35.7532379256 -7.0308638238, -35.7553786276 -7.0266318508, -35.7625969869 -7.033001411, -35.7627294431 -7.0329511804, -35.7677619369 -7.0312422082, -35.7791899636 -7.0273504191, -35.7784744811 -7.0211378541, -35.7820793341 -7.0185473838, -35.7777519113 -7.0033251322, -35.7747300799 -6.9955008241, -35.7741210188 -6.9888220425, -35.7760685634 -6.9840400245, -35.7760398081 -6.9837175646, -35.7741289262 -6.9619369933, -35.7910733946 -6.9377316149, -35.7914976214 -6.9363071859, -35.7920014918 -6.9150334041, -35.792786931 -6.8961258232, -35.8071057869 -6.8733909152, -35.8025346948 -6.8658928843, -35.8004595796 -6.8640926589, -35.7857690744 -6.8726176099, -35.7829524386 -6.8735340691)) | 2501104 | AREIA | AREIA | 22940 | 3461 | 15.087184 | [-35.7829524386, -35.7751389633, -35.7672582596, -35.7647023378, -35.7500686021, -35.7298524312, -35.7268525859, -35.7213699185, -35.6797541146, -35.669483984, -35.6594036341, -35.6562589182, -35.6497438936, -35.6494742483, -35.6133478392, -35.6045419182, -35.5828006983, -35.5823461504, -35.5709090537, -35.5797064502, -35.5803820343, -35.5933637848, -35.5940512624, -35.6006318676, -35.6125978983, -35.6367477806, -35.6435119834, -35.6653344334, -35.6722474576, -35.683589364, -35.6927561032, -35.7115744081, -35.7148045463, -35.7355392872, -35.7433885655, -35.7532379256, -35.7553786276, -35.7625969869, -35.7627294431, -35.7677619369, -35.7791899636, -35.7784744811, -35.7820793341, -35.7777519113, -35.7747300799, -35.7741210188, -35.7760685634, -35.7760398081, -35.7741289262, -35.7910733946, -35.7914976214, -35.7920014918, -35.792786931, -35.8071057869, -35.8025346948, -35.8004595796, -35.7857690744, -35.7829524386] | [-6.8735340691, -6.8760762156, -6.8747849583, -6.8832305397, -6.8826998377, -6.8926587063, -6.8942593451, -6.8938485008, -6.8907285307, -6.8999374062, -6.9069510486, -6.9098333751, -6.9096255856, -6.9095752304, -6.9162340029, -6.9171301195, -6.9191930912, -6.9192374662, -6.9347516961, -6.9408153063, -6.9414901535, -6.9478121819, -6.9531636171, -6.9675365005, -6.9765442596, -6.9803261889, -6.9844860372, -7.0123008639, -7.0171032205, -7.0258058331, -7.0274723261, -7.0232516639, -7.0249944982, -7.0216419455, -7.0291836415, -7.0308638238, -7.0266318508, -7.033001411, -7.0329511804, -7.0312422082, -7.0273504191, -7.0211378541, -7.0185473838, -7.0033251322, -6.9955008241, -6.9888220425, -6.9840400245, -6.9837175646, -6.9619369933, -6.9377316149, -6.9363071859, -6.9150334041, -6.8961258232, -6.8733909152, -6.8658928843, -6.8640926589, -6.8726176099, -6.8735340691] |
| 15 | Areia de Baraúnas | POLYGON ((-36.937213727 -7.0468128594, -36.9292502974 -7.0574657417, -36.916287199 -7.0802206219, -36.9224374789 -7.0872714597, -36.9237597069 -7.1051281228, -36.9321825894 -7.109478885, -36.9232506243 -7.1175824733, -36.9259157694 -7.1217665774, -36.9309514101 -7.1496673493, -36.9440986424 -7.1513637463, -36.9543383262 -7.1485170678, -36.9544817312 -7.1485100146, -36.9638642499 -7.1503655168, -36.9763231426 -7.1600619449, -36.9922790804 -7.179715761, -37.0016016257 -7.1753310739, -36.9999303331 -7.1739018906, -36.9952661987 -7.1682370608, -36.9939238879 -7.1570434866, -36.9960960481 -7.1479415376, -37.0028990745 -7.1450711684, -36.999659236 -7.1359285792, -37.003135863 -7.1307563951, -37.0045020244 -7.1273399478, -36.9951274886 -7.1263757366, -36.9934177766 -7.1195313946, -37.0056870846 -7.0746496499, -37.0065939758 -7.0520879186, -37.0048936774 -7.0514676731, -36.9971036147 -7.0608704781, -36.9930782571 -7.0612872989, -36.9753641627 -7.0569240064, -36.9590771961 -7.0476638517, -36.948199623 -7.0477604058, -36.9434942182 -7.0445666196, -36.937213727 -7.0468128594)) | 2501153 | AREIA DE BARAUNAS | AREIA DE BARAUNAS | 2137 | 305 | 14.272344 | [-36.937213727, -36.9292502974, -36.916287199, -36.9224374789, -36.9237597069, -36.9321825894, -36.9232506243, -36.9259157694, -36.9309514101, -36.9440986424, -36.9543383262, -36.9544817312, -36.9638642499, -36.9763231426, -36.9922790804, -37.0016016257, -36.9999303331, -36.9952661987, -36.9939238879, -36.9960960481, -37.0028990745, -36.999659236, -37.003135863, -37.0045020244, -36.9951274886, -36.9934177766, -37.0056870846, -37.0065939758, -37.0048936774, -36.9971036147, -36.9930782571, -36.9753641627, -36.9590771961, -36.948199623, -36.9434942182, -36.937213727] | [-7.0468128594, -7.0574657417, -7.0802206219, -7.0872714597, -7.1051281228, -7.109478885, -7.1175824733, -7.1217665774, -7.1496673493, -7.1513637463, -7.1485170678, -7.1485100146, -7.1503655168, -7.1600619449, -7.179715761, -7.1753310739, -7.1739018906, -7.1682370608, -7.1570434866, -7.1479415376, -7.1450711684, -7.1359285792, -7.1307563951, -7.1273399478, -7.1263757366, -7.1195313946, -7.0746496499, -7.0520879186, -7.0514676731, -7.0608704781, -7.0612872989, -7.0569240064, -7.0476638517, -7.0477604058, -7.0445666196, -7.0468128594] |
| 16 | Areial | POLYGON ((-35.9528762247 -7.0146885697, -35.9468113321 -7.0195632534, -35.9278397228 -7.0172087021, -35.9270171159 -7.0173276919, -35.9147589652 -7.0286073583, -35.9109125459 -7.0325883925, -35.9037115114 -7.0388651073, -35.9026486199 -7.0455911067, -35.902864589 -7.0555183943, -35.9120762893 -7.0705263211, -35.9219519295 -7.0800058282, -35.9271852346 -7.078379194, -35.9616235167 -7.0688527572, -35.9623975416 -7.0686380954, -35.962625044 -7.068611991, -35.9692456356 -7.0678678162, -35.9652429174 -7.0620964489, -35.9582937503 -7.0593984754, -35.9586534799 -7.04564543, -35.9501391237 -7.0291515734, -35.9555065644 -7.0242186816, -35.9625672569 -7.0244104351, -35.957026528 -7.0167976172, -35.95686983 -7.0164563704, -35.9528762247 -7.0146885697)) | 2501203 | AREIAL | AREIAL | 6938 | 1136 | 16.373595 | [-35.9528762247, -35.9468113321, -35.9278397228, -35.9270171159, -35.9147589652, -35.9109125459, -35.9037115114, -35.9026486199, -35.902864589, -35.9120762893, -35.9219519295, -35.9271852346, -35.9616235167, -35.9623975416, -35.962625044, -35.9692456356, -35.9652429174, -35.9582937503, -35.9586534799, -35.9501391237, -35.9555065644, -35.9625672569, -35.957026528, -35.95686983, -35.9528762247] | [-7.0146885697, -7.0195632534, -7.0172087021, -7.0173276919, -7.0286073583, -7.0325883925, -7.0388651073, -7.0455911067, -7.0555183943, -7.0705263211, -7.0800058282, -7.078379194, -7.0688527572, -7.0686380954, -7.068611991, -7.0678678162, -7.0620964489, -7.0593984754, -7.04564543, -7.0291515734, -7.0242186816, -7.0244104351, -7.0167976172, -7.0164563704, -7.0146885697] |
| 17 | Aroeiras | POLYGON ((-35.5836457016 -7.4501839801, -35.5821727015 -7.4616659414, -35.5881267001 -7.4808300723, -35.5911545253 -7.488664197, -35.5922681074 -7.5047518498, -35.5950704692 -7.524899892, -35.5950759344 -7.5250241003, -35.5943174901 -7.5401110654, -35.6019248082 -7.5526756919, -35.6006975577 -7.5788093442, -35.5999911233 -7.5887135167, -35.5897808236 -7.604406155, -35.5949693423 -7.6164915714, -35.5974155513 -7.6179337844, -35.6101597023 -7.6177558448, -35.6165449461 -7.6058102863, -35.6240577793 -7.6080415501, -35.6341121956 -7.612252031, -35.6519486156 -7.612438997, -35.6578419111 -7.6191797179, -35.6701195118 -7.6219979616, -35.6749446695 -7.6268140732, -35.6766935176 -7.6361063455, -35.6852772047 -7.6408094086, -35.7111721689 -7.6415263749, -35.7243685107 -7.6379674094, -35.7332329638 -7.629574894, -35.7292137652 -7.6259535523, -35.7342574555 -7.6214567204, -35.7336315 -7.6145837142, -35.729408086 -7.6084125816, -35.7337980025 -7.5974204385, -35.7460627608 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| 18 | Assunção | POLYGON ((-36.6715074288 -7.1003800515, -36.6613742015 -7.1172234685, -36.6609848734 -7.1266943809, -36.6745928475 -7.1235452566, -36.6937840313 -7.1257738752, -36.6983670559 -7.134765858, -36.7118684222 -7.1414488827, -36.7290760421 -7.1238178273, -36.7276766097 -7.114224415, -36.7519356271 -7.1214062635, -36.77812237 -7.1121251154, -36.7511642394 -7.0798402964, -36.7509922193 -7.0795068676, -36.7500372071 -7.0582551099, -36.7537184727 -7.0425360648, -36.7424816584 -7.0325565108, -36.7418167384 -7.024889044, -36.7302520276 -7.0187920609, -36.7252507716 -7.0034555753, -36.7028246234 -7.0069363064, -36.6861741943 -7.0091326776, -36.6756544132 -7.0145498783, -36.6572724269 -7.0495583879, -36.6616160307 -7.0555438335, -36.6575125734 -7.0616912786, -36.6575714925 -7.0617608863, -36.6650950793 -7.0706677141, -36.657426347 -7.0734110087, -36.6690874464 -7.0785698303, -36.6663937658 -7.0976377413, -36.6715074288 -7.1003800515)) | 2501351 | ASSUNCAO | ASSUNCAO | 3876 | 726 | 18.730650 | [-36.6715074288, -36.6613742015, -36.6609848734, -36.6745928475, -36.6937840313, -36.6983670559, -36.7118684222, -36.7290760421, -36.7276766097, -36.7519356271, -36.77812237, -36.7511642394, -36.7509922193, -36.7500372071, -36.7537184727, -36.7424816584, -36.7418167384, -36.7302520276, -36.7252507716, -36.7028246234, -36.6861741943, -36.6756544132, -36.6572724269, -36.6616160307, -36.6575125734, -36.6575714925, -36.6650950793, -36.657426347, -36.6690874464, -36.6663937658, -36.6715074288] | [-7.1003800515, -7.1172234685, -7.1266943809, -7.1235452566, -7.1257738752, -7.134765858, -7.1414488827, -7.1238178273, -7.114224415, -7.1214062635, -7.1121251154, -7.0798402964, -7.0795068676, -7.0582551099, -7.0425360648, -7.0325565108, -7.024889044, -7.0187920609, -7.0034555753, -7.0069363064, -7.0091326776, -7.0145498783, -7.0495583879, -7.0555438335, -7.0616912786, -7.0617608863, -7.0706677141, -7.0734110087, -7.0785698303, -7.0976377413, -7.1003800515] |
| 19 | Baía da Traição | POLYGON ((-34.9926497487 -6.5947694052, -34.9782898078 -6.6002111074, -34.9723154227 -6.5963942538, -34.9724356598 -6.6005817022, -34.9651787223 -6.6027149216, -34.9619458165 -6.6397814812, -34.956002986 -6.66214404, -34.9468645049 -6.6806231034, -34.9308378865 -6.68778975, -34.9343877085 -6.6982732498, -34.9337924227 -6.7101243461, -34.9316271758 -6.7204626996, -34.9438797876 -6.7143348025, -34.9716372577 -6.7152135102, -35.0078724106 -6.7043997261, -35.0274180893 -6.7081179467, -35.0312760245 -6.7035968766, -35.0369315143 -6.6693002286, -35.0215541111 -6.6238046141, -35.0168712222 -6.6146556167, -35.0054428323 -6.5976710654, -35.0006693813 -6.5961823493, -34.9926497487 -6.5947694052)) | 2501401 | BAIA DA TRAICAO | BAIA DA TRAICAO | 8951 | 1536 | 17.160094 | [-34.9926497487, -34.9782898078, -34.9723154227, -34.9724356598, -34.9651787223, -34.9619458165, -34.956002986, -34.9468645049, -34.9308378865, -34.9343877085, -34.9337924227, -34.9316271758, -34.9438797876, -34.9716372577, -35.0078724106, -35.0274180893, -35.0312760245, -35.0369315143, -35.0215541111, -35.0168712222, -35.0054428323, -35.0006693813, -34.9926497487] | [-6.5947694052, -6.6002111074, -6.5963942538, -6.6005817022, -6.6027149216, -6.6397814812, -6.66214404, -6.6806231034, -6.68778975, -6.6982732498, -6.7101243461, -6.7204626996, -6.7143348025, -6.7152135102, -6.7043997261, -6.7081179467, -6.7035968766, -6.6693002286, -6.6238046141, -6.6146556167, -6.5976710654, -6.5961823493, -6.5947694052] |
| 20 | Bananeiras | POLYGON ((-35.5601784156 -6.5996474439, -35.5519559594 -6.6089453127, -35.5453330133 -6.6097934406, -35.5364694694 -6.6015850399, -35.5286901397 -6.6050519917, -35.5252107959 -6.6083520034, -35.5256537177 -6.644248451, -35.5256524287 -6.6448911511, -35.5256118916 -6.6623454359, -35.5307982082 -6.6737297959, -35.5398888106 -6.6872960796, -35.5396607477 -6.6952614635, -35.5400295035 -6.7002776899, -35.5450133112 -6.7092428761, -35.5451292545 -6.7209186147, -35.5420687467 -6.7228732906, -35.5373994559 -6.7258552583, -35.5374591484 -6.7370380963, -35.531895373 -6.744912051, -35.5213592175 -6.751576242, -35.5212667001 -6.7581269633, -35.5282136698 -6.7711257648, -35.5283566063 -6.771013045, -35.5359778055 -6.7705286564, -35.5667832738 -6.7917418285, -35.5675728421 -6.7914846593, -35.5896710835 -6.7842856676, -35.6068165027 -6.7811745154, -35.61297983 -6.7800563782, -35.643865886 -6.7745727665, -35.6474251034 -6.7622030123, -35.6484932881 -6.7584898652, -35.6518802168 -6.754969154, -35.663490605 -6.7466339926, -35.6731686501 -6.7316262969, -35.676165143 -6.7256139729, -35.6726300031 -6.716796639, -35.6726325085 -6.7034606019, -35.6777919773 -6.6874924887, -35.685190012 -6.6826927669, -35.68857101 -6.6697957724, -35.6833125196 -6.6591701904, -35.6832293516 -6.6589554126, -35.6789327312 -6.6508030211, -35.6701879406 -6.6500942502, -35.6679945076 -6.6446084638, -35.6701182022 -6.6373089747, -35.6604831597 -6.6364109262, -35.6506740947 -6.6438359467, -35.6418859667 -6.6430808255, -35.626286277 -6.6559860009, -35.6101056082 -6.6522077219, -35.6021893096 -6.6366108373, -35.5975501382 -6.6335333254, -35.5940967173 -6.6271942607, -35.587489231 -6.6165887278, -35.5747667855 -6.6067695927, -35.5709804226 -6.6074383847, -35.5601784156 -6.5996474439)) | 2501500 | BANANEIRAS | BANANEIRAS | 21195 | 3428 | 16.173626 | [-35.5601784156, -35.5519559594, -35.5453330133, -35.5364694694, -35.5286901397, -35.5252107959, -35.5256537177, -35.5256524287, -35.5256118916, -35.5307982082, -35.5398888106, -35.5396607477, -35.5400295035, -35.5450133112, -35.5451292545, -35.5420687467, -35.5373994559, -35.5374591484, -35.531895373, -35.5213592175, -35.5212667001, -35.5282136698, -35.5283566063, -35.5359778055, -35.5667832738, -35.5675728421, -35.5896710835, -35.6068165027, -35.61297983, -35.643865886, -35.6474251034, -35.6484932881, -35.6518802168, -35.663490605, -35.6731686501, -35.676165143, -35.6726300031, -35.6726325085, -35.6777919773, -35.685190012, -35.68857101, -35.6833125196, -35.6832293516, -35.6789327312, -35.6701879406, -35.6679945076, -35.6701182022, -35.6604831597, -35.6506740947, -35.6418859667, -35.626286277, -35.6101056082, -35.6021893096, -35.5975501382, -35.5940967173, -35.587489231, -35.5747667855, -35.5709804226, -35.5601784156] | [-6.5996474439, -6.6089453127, -6.6097934406, -6.6015850399, -6.6050519917, -6.6083520034, -6.644248451, -6.6448911511, -6.6623454359, -6.6737297959, -6.6872960796, -6.6952614635, -6.7002776899, -6.7092428761, -6.7209186147, -6.7228732906, -6.7258552583, -6.7370380963, -6.744912051, -6.751576242, -6.7581269633, -6.7711257648, -6.771013045, -6.7705286564, -6.7917418285, -6.7914846593, -6.7842856676, -6.7811745154, -6.7800563782, -6.7745727665, -6.7622030123, -6.7584898652, -6.754969154, -6.7466339926, -6.7316262969, -6.7256139729, -6.716796639, -6.7034606019, -6.6874924887, -6.6826927669, -6.6697957724, -6.6591701904, -6.6589554126, -6.6508030211, -6.6500942502, -6.6446084638, -6.6373089747, -6.6364109262, -6.6438359467, -6.6430808255, -6.6559860009, -6.6522077219, -6.6366108373, -6.6335333254, -6.6271942607, -6.6165887278, -6.6067695927, -6.6074383847, -6.5996474439] |
| 21 | Baraúna | POLYGON ((-36.250690425 -6.6841650149, -36.2657045414 -6.6988443529, -36.2660988397 -6.6958409105, -36.2712959603 -6.6861998995, -36.2771257744 -6.6568350165, -36.2739341298 -6.6429332381, -36.2725701069 -6.6364231859, -36.2725328582 -6.6051440355, -36.2951183496 -6.5710780538, -36.2986922767 -6.5659414074, -36.3007932218 -6.5430399903, -36.2908368829 -6.5578303402, -36.2697815972 -6.5721979827, -36.2520156326 -6.5789101153, -36.2338915802 -6.5944373927, -36.234002119 -6.5950240592, -36.2427354161 -6.6414568723, -36.2427904761 -6.6417541146, -36.250690425 -6.6841650149)) | 2501534 | BARAUNA | BARAUNA | 4843 | 933 | 19.264918 | [-36.250690425, -36.2657045414, -36.2660988397, -36.2712959603, -36.2771257744, -36.2739341298, -36.2725701069, -36.2725328582, -36.2951183496, -36.2986922767, -36.3007932218, -36.2908368829, -36.2697815972, -36.2520156326, -36.2338915802, -36.234002119, -36.2427354161, -36.2427904761, -36.250690425] | [-6.6841650149, -6.6988443529, -6.6958409105, -6.6861998995, -6.6568350165, -6.6429332381, -6.6364231859, -6.6051440355, -6.5710780538, -6.5659414074, -6.5430399903, -6.5578303402, -6.5721979827, -6.5789101153, -6.5944373927, -6.5950240592, -6.6414568723, -6.6417541146, -6.6841650149] |
| 22 | Barra de Santana | POLYGON ((-35.9578010949 -7.4932384769, -35.9538840282 -7.4952177453, -35.9512669258 -7.4928769248, -35.937726181 -7.5053304269, -35.9190646588 -7.512501595, -35.9147190052 -7.5058409974, -35.9023975856 -7.5077057017, -35.9002714596 -7.5157131406, -35.8908764384 -7.5099798687, -35.8738991884 -7.5119068815, -35.8739979242 -7.512163413, -35.8734719347 -7.5192737117, -35.8825618277 -7.5299768794, -35.8836538192 -7.5401944961, -35.8794077454 -7.5451317294, -35.8708497396 -7.5448720118, -35.863845918 -7.549987601, -35.8573632049 -7.556870214, -35.8467442376 -7.5564261866, -35.8274391898 -7.5628557223, -35.8285101085 -7.5702803325, -35.8258161615 -7.5707482795, -35.8266716292 -7.5734452635, -35.8505967494 -7.5765988926, -35.8644232165 -7.5888445183, -35.8652777282 -7.5892604776, -35.8719066482 -7.6040036638, -35.8785931947 -7.6092955612, -35.8669173231 -7.636877682, -35.8643214139 -7.6424907121, -35.8684728536 -7.6484687849, -35.865724819 -7.6514068667, 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| 23 | Barra de Santa Rosa | POLYGON ((-35.9742321919 -6.6048788992, -35.9944796504 -6.6403239566, -36.0063793997 -6.6504738838, -36.0040702742 -6.6533299944, -36.0081881491 -6.6635453906, -36.0061827221 -6.6719756482, -35.9970572019 -6.6796832396, -35.9982253532 -6.6847198794, -35.9937852161 -6.6918526189, -35.9761628893 -6.7054401154, -35.9712285507 -6.7052707543, -35.9621856015 -6.6969620567, -35.9486816722 -6.6981441211, -35.9420363355 -6.7052021764, -35.9339020108 -6.7179027564, -35.9223933137 -6.7199053965, -35.922199698 -6.7309222455, -35.8985476964 -6.7435650562, -35.8961522524 -6.7499911375, -35.9026167511 -6.757632692, -35.8993493933 -6.7730097078, -35.9053083742 -6.7781330424, -35.9065675143 -6.7842621796, -35.8973826916 -6.7932019355, -35.9164554242 -6.7957820304, -35.9232694536 -6.8149830764, -35.938420586 -6.8284506827, -35.9385682654 -6.828564612, -36.0018812769 -6.8693562096, -36.0244453005 -6.8792803685, -36.0323937775 -6.8815011092, -36.0551690406 -6.8933914456, -36.0713770553 -6.9065228024, -36.0981420496 -6.9234768461, -36.1125168163 -6.9307651015, -36.1462167269 -6.9432916807, -36.1473626383 -6.9435374504, -36.1699001504 -6.9411073071, -36.1886568907 -6.9214754229, -36.2612488989 -6.8454173989, -36.2611053393 -6.8451221193, -36.2485791362 -6.8307682813, -36.1664037054 -6.7366551804, -36.149439207 -6.7172496612, -36.1493789519 -6.7171672853, -36.1063410667 -6.6679235253, -36.1061162124 -6.6676689198, -36.064970493 -6.6515162045, -36.0453354903 -6.6381871118, -36.0444210721 -6.6379570843, -36.0373303218 -6.638264182, -36.0111515767 -6.6215447223, -36.0004099503 -6.6180996426, -35.98829006 -6.6068196931, -35.9691768797 -6.5890328509, -35.9742321919 -6.6048788992)) | 2501609 | BARRA DE SANTA ROSA | BARRA DE SANTA ROSA | 15286 | 2602 | 17.022112 | [-35.9742321919, -35.9944796504, -36.0063793997, -36.0040702742, -36.0081881491, -36.0061827221, -35.9970572019, -35.9982253532, -35.9937852161, -35.9761628893, -35.9712285507, -35.9621856015, -35.9486816722, -35.9420363355, -35.9339020108, -35.9223933137, -35.922199698, -35.8985476964, -35.8961522524, -35.9026167511, -35.8993493933, -35.9053083742, -35.9065675143, -35.8973826916, -35.9164554242, -35.9232694536, -35.938420586, -35.9385682654, -36.0018812769, -36.0244453005, -36.0323937775, -36.0551690406, -36.0713770553, -36.0981420496, -36.1125168163, -36.1462167269, -36.1473626383, -36.1699001504, -36.1886568907, -36.2612488989, -36.2611053393, -36.2485791362, -36.1664037054, -36.149439207, -36.1493789519, -36.1063410667, -36.1061162124, -36.064970493, -36.0453354903, -36.0444210721, -36.0373303218, -36.0111515767, -36.0004099503, -35.98829006, -35.9691768797, -35.9742321919] | [-6.6048788992, -6.6403239566, -6.6504738838, -6.6533299944, -6.6635453906, -6.6719756482, -6.6796832396, -6.6847198794, -6.6918526189, -6.7054401154, -6.7052707543, -6.6969620567, -6.6981441211, -6.7052021764, -6.7179027564, -6.7199053965, -6.7309222455, -6.7435650562, -6.7499911375, -6.757632692, -6.7730097078, -6.7781330424, -6.7842621796, -6.7932019355, -6.7957820304, -6.8149830764, -6.8284506827, -6.828564612, -6.8693562096, -6.8792803685, -6.8815011092, -6.8933914456, -6.9065228024, -6.9234768461, -6.9307651015, -6.9432916807, -6.9435374504, -6.9411073071, -6.9214754229, -6.8454173989, -6.8451221193, -6.8307682813, -6.7366551804, -6.7172496612, -6.7171672853, -6.6679235253, -6.6676689198, -6.6515162045, -6.6381871118, -6.6379570843, -6.638264182, -6.6215447223, -6.6180996426, -6.6068196931, -6.5890328509, -6.6048788992] |
| 24 | Barra de São Miguel | POLYGON ((-36.2200342308 -7.5975390886, -36.2044511742 -7.6155615933, -36.1970027008 -7.6395997242, -36.1983009805 -7.6439643197, -36.1976328724 -7.6450574126, -36.1596635096 -7.688444338, -36.1594616505 -7.6936921047, -36.1627360895 -7.7306289934, -36.1581520774 -7.7523054831, -36.1535683124 -7.7569736932, -36.1351398682 -7.7616592309, -36.1273599857 -7.7690433309, -36.1264876787 -7.7837917795, -36.1430364055 -7.7811515854, -36.1819404481 -7.7834267744, -36.2006238717 -7.7894925374, -36.2061504243 -7.7699672825, -36.2162996287 -7.7636937561, -36.2459705328 -7.7849001177, -36.253861038 -7.7959761824, -36.2540013611 -7.801282628, -36.2392016808 -7.8108006758, -36.2396772071 -7.8172701895, -36.2529582371 -7.8295404844, -36.2631722567 -7.8313300399, -36.2707768004 -7.8301553508, -36.2940266375 -7.8114874749, -36.3087959691 -7.8062765257, -36.3365489469 -7.8090134947, -36.3603849171 -7.805307535, -36.3731173955 -7.812209896, -36.3960932291 -7.8082867258, -36.3988645631 -7.7656737251, -36.4408841615 -7.683031615, -36.4454156137 -7.6741116947, -36.3572506536 -7.674071344, -36.3530528949 -7.6666352878, -36.3595339898 -7.6613454959, -36.3705487667 -7.6381613571, -36.3658554024 -7.6358940862, -36.3615004842 -7.6200796368, -36.3667242773 -7.6199440919, -36.3683052245 -7.6131270756, -36.3613420415 -7.6037486661, -36.3526366202 -7.5994273129, -36.331560915 -7.6024466512, -36.3191036258 -7.6103235342, -36.3014655628 -7.5978297045, -36.2957978225 -7.5924638825, -36.289795557 -7.5856119742, -36.297933469 -7.5846253278, -36.2995083341 -7.5795387767, -36.2902117651 -7.57376387, -36.2842003575 -7.563157891, -36.2619261184 -7.5523272106, -36.2463705524 -7.5322372348, -36.2369856977 -7.5300821439, -36.2297599296 -7.535714387, -36.2250984144 -7.5417756109, -36.2240059263 -7.5543959134, -36.2267724818 -7.5744761749, -36.2200342308 -7.5975390886)) | 2501708 | BARRA DE SAO MIGUEL | BARRA DE SAO MIGUEL | 5943 | 1054 | 17.735151 | [-36.2200342308, -36.2044511742, -36.1970027008, -36.1983009805, -36.1976328724, -36.1596635096, -36.1594616505, -36.1627360895, -36.1581520774, -36.1535683124, -36.1351398682, -36.1273599857, -36.1264876787, -36.1430364055, -36.1819404481, -36.2006238717, -36.2061504243, -36.2162996287, -36.2459705328, -36.253861038, -36.2540013611, -36.2392016808, -36.2396772071, -36.2529582371, -36.2631722567, -36.2707768004, -36.2940266375, -36.3087959691, -36.3365489469, -36.3603849171, -36.3731173955, -36.3960932291, -36.3988645631, -36.4408841615, -36.4454156137, -36.3572506536, -36.3530528949, -36.3595339898, -36.3705487667, -36.3658554024, -36.3615004842, -36.3667242773, -36.3683052245, -36.3613420415, -36.3526366202, -36.331560915, -36.3191036258, -36.3014655628, -36.2957978225, -36.289795557, -36.297933469, -36.2995083341, -36.2902117651, -36.2842003575, -36.2619261184, -36.2463705524, -36.2369856977, -36.2297599296, -36.2250984144, -36.2240059263, -36.2267724818, -36.2200342308] | [-7.5975390886, -7.6155615933, -7.6395997242, -7.6439643197, -7.6450574126, -7.688444338, -7.6936921047, -7.7306289934, -7.7523054831, -7.7569736932, -7.7616592309, -7.7690433309, -7.7837917795, -7.7811515854, -7.7834267744, -7.7894925374, -7.7699672825, -7.7636937561, -7.7849001177, -7.7959761824, -7.801282628, -7.8108006758, -7.8172701895, -7.8295404844, -7.8313300399, -7.8301553508, -7.8114874749, -7.8062765257, -7.8090134947, -7.805307535, -7.812209896, -7.8082867258, -7.7656737251, -7.683031615, -7.6741116947, -7.674071344, -7.6666352878, -7.6613454959, -7.6381613571, -7.6358940862, -7.6200796368, -7.6199440919, -7.6131270756, -7.6037486661, -7.5994273129, -7.6024466512, -7.6103235342, -7.5978297045, -7.5924638825, -7.5856119742, -7.5846253278, -7.5795387767, -7.57376387, -7.563157891, -7.5523272106, -7.5322372348, -7.5300821439, -7.535714387, -7.5417756109, -7.5543959134, -7.5744761749, -7.5975390886] |
| 25 | Bayeux | POLYGON ((-34.8914455205 -7.1108961033, -34.8953325615 -7.1222936368, -34.9019730163 -7.1204521561, -34.9042792481 -7.1266488189, -34.9128636822 -7.1282373818, -34.9188626482 -7.1336801694, -34.9176351683 -7.1430776274, -34.9109168662 -7.1486727968, -34.9110023644 -7.1538401263, -34.9165217063 -7.1655185032, -34.9242813628 -7.1705249591, -34.9270277139 -7.1671251862, -34.9341972318 -7.16854739, -34.9471638941 -7.1634976617, -34.953059896 -7.1688438182, -34.9640871422 -7.1675867781, -34.9734694165 -7.1751786857, -34.9539300853 -7.1445416411, -34.9412539987 -7.1246710458, -34.9258345876 -7.1184071057, -34.921220238 -7.1224661822, -34.9187506365 -7.1151887147, -34.9150847303 -7.115764287, -34.9115280299 -7.1067668452, -34.9142526794 -7.1026082423, -34.9085797571 -7.1021981513, -34.9154541281 -7.0936387423, -34.9118371888 -7.0787439142, -34.9025231796 -7.0884051136, -34.8916393853 -7.0950088644, -34.8952139184 -7.1056655902, -34.8914455205 -7.1108961033)) | 2501807 | BAYEUX | BAYEUX | 96583 | 10324 | 10.689252 | [-34.8914455205, -34.8953325615, -34.9019730163, -34.9042792481, -34.9128636822, -34.9188626482, -34.9176351683, -34.9109168662, -34.9110023644, -34.9165217063, -34.9242813628, -34.9270277139, -34.9341972318, -34.9471638941, -34.953059896, -34.9640871422, -34.9734694165, -34.9539300853, -34.9412539987, -34.9258345876, -34.921220238, -34.9187506365, -34.9150847303, -34.9115280299, -34.9142526794, -34.9085797571, -34.9154541281, -34.9118371888, -34.9025231796, -34.8916393853, -34.8952139184, -34.8914455205] | [-7.1108961033, -7.1222936368, -7.1204521561, -7.1266488189, -7.1282373818, -7.1336801694, -7.1430776274, -7.1486727968, -7.1538401263, -7.1655185032, -7.1705249591, -7.1671251862, -7.16854739, -7.1634976617, -7.1688438182, -7.1675867781, -7.1751786857, -7.1445416411, -7.1246710458, -7.1184071057, -7.1224661822, -7.1151887147, -7.115764287, -7.1067668452, -7.1026082423, -7.1021981513, -7.0936387423, -7.0787439142, -7.0884051136, -7.0950088644, -7.1056655902, -7.1108961033] |
| 26 | Belém | POLYGON ((-35.4745424008 -6.7695626549, -35.4830507836 -6.7742402954, -35.4920685695 -6.7744070694, -35.4983620937 -6.7722191847, -35.500832783 -6.7705121985, -35.5099084619 -6.7581651683, -35.5212667001 -6.7581269633, -35.5213592175 -6.751576242, -35.531895373 -6.744912051, -35.5374591484 -6.7370380963, -35.5373994559 -6.7258552583, -35.5420687467 -6.7228732906, -35.5451292545 -6.7209186147, -35.5450133112 -6.7092428761, -35.5400295035 -6.7002776899, -35.5396607477 -6.6952614635, -35.5398888106 -6.6872960796, -35.5307982082 -6.6737297959, -35.5256118916 -6.6623454359, -35.5256524287 -6.6448911511, -35.5256537177 -6.644248451, -35.5081073415 -6.6476606063, -35.4920396538 -6.6512755736, -35.4230591511 -6.6667822662, -35.4464099573 -6.6759551239, -35.45549368 -6.6889808868, -35.4656610076 -6.70356406, -35.4960418724 -6.7302187223, -35.4981428987 -6.7320623355, -35.4749484724 -6.7403093456, -35.4431405537 -6.7513854061, -35.4590120651 -6.7529308245, -35.4745424008 -6.7695626549)) | 2501906 | BELEM | BELEM | 17640 | 2557 | 14.495465 | [-35.4745424008, -35.4830507836, -35.4920685695, -35.4983620937, -35.500832783, -35.5099084619, -35.5212667001, -35.5213592175, -35.531895373, -35.5374591484, -35.5373994559, -35.5420687467, -35.5451292545, -35.5450133112, -35.5400295035, -35.5396607477, -35.5398888106, -35.5307982082, -35.5256118916, -35.5256524287, -35.5256537177, -35.5081073415, -35.4920396538, -35.4230591511, -35.4464099573, -35.45549368, -35.4656610076, -35.4960418724, -35.4981428987, -35.4749484724, -35.4431405537, -35.4590120651, -35.4745424008] | [-6.7695626549, -6.7742402954, -6.7744070694, -6.7722191847, -6.7705121985, -6.7581651683, -6.7581269633, -6.751576242, -6.744912051, -6.7370380963, -6.7258552583, -6.7228732906, -6.7209186147, -6.7092428761, -6.7002776899, -6.6952614635, -6.6872960796, -6.6737297959, -6.6623454359, -6.6448911511, -6.644248451, -6.6476606063, -6.6512755736, -6.6667822662, -6.6759551239, -6.6889808868, -6.70356406, -6.7302187223, -6.7320623355, -6.7403093456, -6.7513854061, -6.7529308245, -6.7695626549] |
| 27 | Belém do Brejo do Cruz | POLYGON ((-37.2315196221 -6.0271990258, -37.2223466758 -6.0417520704, -37.204057234 -6.0377557637, -37.1939545614 -6.0476370749, -37.1735911858 -6.0476197603, -37.1752326058 -6.0545431335, -37.1702203986 -6.0826587938, -37.1723117578 -6.0984326507, -37.1666351899 -6.1099590812, -37.1747551094 -6.1417858194, -37.1660408535 -6.1535118602, -37.1565829346 -6.1520912878, -37.1653433753 -6.1699774102, -37.1738808173 -6.1797064667, -37.1926032017 -6.1826827197, -37.1938981047 -6.1978498171, -37.2012399702 -6.2053061917, -37.2339307433 -6.2128809615, -37.2389454509 -6.20415187, -37.248911199 -6.2015680089, -37.2467780628 -6.1928644311, -37.2514492675 -6.1904580083, -37.2664551001 -6.1913104185, -37.2703328878 -6.1865154522, -37.2792076936 -6.1870352847, -37.2888647279 -6.1856439416, -37.2886161155 -6.1905404428, -37.2922470385 -6.1869438397, -37.3007512062 -6.1887802753, -37.326949475 -6.1769140382, -37.3326107253 -6.1703709333, -37.3416384023 -6.1683187966, 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| 28 | Bernardino Batista | POLYGON ((-38.5213656477 -6.4716790674, -38.5130096074 -6.4929983495, -38.5367284143 -6.491659218, -38.5360034268 -6.5108627421, -38.5420799093 -6.5116464435, -38.5421954228 -6.5117415305, -38.570936837 -6.5135626709, -38.5917435452 -6.518865624, -38.6016286821 -6.5256257215, -38.6067315531 -6.5291158944, -38.6101669641 -6.5318949622, -38.6157584504 -6.5277463173, -38.6119351786 -6.5127925196, -38.5946195941 -6.5000435985, -38.5700574744 -6.4697966402, -38.5694639334 -6.4544775232, -38.5653032544 -6.4511050529, -38.5560523423 -6.4472442584, -38.555092791 -6.4371115164, -38.5454733276 -6.4343790585, -38.5347218075 -6.4445670005, -38.5213656477 -6.4716790674)) | 2502052 | BERNARDINO BATISTA | BERNARDINO BATISTA | 3398 | 551 | 16.215421 | [-38.5213656477, -38.5130096074, -38.5367284143, -38.5360034268, -38.5420799093, -38.5421954228, -38.570936837, -38.5917435452, -38.6016286821, -38.6067315531, -38.6101669641, -38.6157584504, -38.6119351786, -38.5946195941, -38.5700574744, -38.5694639334, -38.5653032544, -38.5560523423, -38.555092791, -38.5454733276, -38.5347218075, -38.5213656477] | [-6.4716790674, -6.4929983495, -6.491659218, -6.5108627421, -6.5116464435, -6.5117415305, -6.5135626709, -6.518865624, -6.5256257215, -6.5291158944, -6.5318949622, -6.5277463173, -6.5127925196, -6.5000435985, -6.4697966402, -6.4544775232, -6.4511050529, -6.4472442584, -6.4371115164, -6.4343790585, -6.4445670005, -6.4716790674] |
| 29 | Boa Ventura | POLYGON ((-38.1179546582 -7.4163766324, -38.0949915315 -7.4759974245, -38.0947026328 -7.476746517, -38.143689001 -7.4785386165, -38.1536117905 -7.4634621248, -38.1735262936 -7.4702191461, -38.2216564797 -7.4865507408, -38.2291847326 -7.4859324404, -38.2571087712 -7.4836386167, -38.2564349927 -7.4683659185, -38.2615539378 -7.4610024507, -38.2524030584 -7.4501810859, -38.246377531 -7.4231078519, -38.2443143117 -7.4123013213, -38.2593090795 -7.3883814017, -38.245151681 -7.3797984985, -38.2457402046 -7.3681380792, -38.2020099354 -7.3683146308, -38.1740688474 -7.3687509124, -38.1738034072 -7.3689720298, -38.1414209028 -7.396005266, -38.1406617197 -7.3966391322, -38.1317917479 -7.4062617164, -38.1189570218 -7.4114480172, -38.1179546582 -7.4163766324)) | 2502102 | BOA VENTURA | BOA VENTURA | 5410 | 1015 | 18.761553 | [-38.1179546582, -38.0949915315, -38.0947026328, -38.143689001, -38.1536117905, -38.1735262936, -38.2216564797, -38.2291847326, -38.2571087712, -38.2564349927, -38.2615539378, -38.2524030584, -38.246377531, -38.2443143117, -38.2593090795, -38.245151681, -38.2457402046, -38.2020099354, -38.1740688474, -38.1738034072, -38.1414209028, -38.1406617197, -38.1317917479, -38.1189570218, -38.1179546582] | [-7.4163766324, -7.4759974245, -7.476746517, -7.4785386165, -7.4634621248, -7.4702191461, -7.4865507408, -7.4859324404, -7.4836386167, -7.4683659185, -7.4610024507, -7.4501810859, -7.4231078519, -7.4123013213, -7.3883814017, -7.3797984985, -7.3681380792, -7.3683146308, -7.3687509124, -7.3689720298, -7.396005266, -7.3966391322, -7.4062617164, -7.4114480172, -7.4163766324] |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 193 | São José dos Cordeiros | POLYGON ((-36.6829056214 -7.3528208688, -36.6639698525 -7.3891298652, -36.6743598589 -7.3811101058, -36.6805781347 -7.3876858097, -36.6920827782 -7.3864931046, -36.7080583366 -7.3923500986, -36.7118411681 -7.3951512608, -36.7162289737 -7.4014471501, -36.7270595768 -7.405610873, -36.7268905514 -7.4107040666, -36.7350217726 -7.4217719024, -36.7374943958 -7.4523162527, -36.7682414403 -7.4627892072, -36.8341179937 -7.4852311155, -36.8539183975 -7.4996489588, -36.8835275755 -7.4927073752, -36.9011125194 -7.4975422505, -36.9012595565 -7.5014183891, -36.9155571119 -7.5067718335, -36.9236063392 -7.5031971113, -36.9368330383 -7.5053285095, -36.9499168049 -7.5005348787, -36.96041627 -7.4849463136, -36.9838852477 -7.4818541234, -36.9850828291 -7.4751944707, -36.9951132473 -7.4721818055, -36.993722319 -7.4643033563, -36.9969699558 -7.4589856742, -37.0103903997 -7.4532281502, -37.012836677 -7.4445764647, -37.0208842956 -7.4397897096, -37.0224607571 -7.4356200703, -37.0232750211 -7.4334603032, -37.0141676012 -7.4299610053, -37.0172240778 -7.4241660378, -37.0256373954 -7.4220557555, -37.0130200122 -7.4036168143, -37.0133617965 -7.4033856454, -36.9796791778 -7.3887173253, -36.9562877592 -7.3831709541, -36.9317673545 -7.3811155208, -36.9188476063 -7.3857118535, -36.9030506743 -7.386338882, -36.8966167447 -7.3826743079, -36.8839761465 -7.3838265527, -36.8762461947 -7.3762011916, -36.8648050259 -7.3741712209, -36.8600993978 -7.367451295, -36.8365211552 -7.3713569198, -36.8047968998 -7.3690881591, -36.7739203849 -7.3712603385, -36.7737149086 -7.3005635998, -36.7567203336 -7.3054366052, -36.7550257758 -7.3274495368, -36.6829056214 -7.3528208688)) | 2514800 | SAO JOSE DOS CORDEIROS | SAO JOSE DOS CORDEIROS | 3720 | 588 | 15.806452 | [-36.6829056214, -36.6639698525, -36.6743598589, -36.6805781347, -36.6920827782, -36.7080583366, -36.7118411681, -36.7162289737, -36.7270595768, -36.7268905514, -36.7350217726, -36.7374943958, -36.7682414403, -36.8341179937, -36.8539183975, -36.8835275755, -36.9011125194, -36.9012595565, -36.9155571119, -36.9236063392, -36.9368330383, -36.9499168049, -36.96041627, -36.9838852477, -36.9850828291, -36.9951132473, -36.993722319, -36.9969699558, -37.0103903997, -37.012836677, -37.0208842956, -37.0224607571, -37.0232750211, -37.0141676012, -37.0172240778, -37.0256373954, -37.0130200122, -37.0133617965, -36.9796791778, -36.9562877592, -36.9317673545, -36.9188476063, -36.9030506743, -36.8966167447, -36.8839761465, -36.8762461947, -36.8648050259, -36.8600993978, -36.8365211552, -36.8047968998, -36.7739203849, -36.7737149086, -36.7567203336, -36.7550257758, -36.6829056214] | [-7.3528208688, -7.3891298652, -7.3811101058, -7.3876858097, -7.3864931046, -7.3923500986, -7.3951512608, -7.4014471501, -7.405610873, -7.4107040666, -7.4217719024, -7.4523162527, -7.4627892072, -7.4852311155, -7.4996489588, -7.4927073752, -7.4975422505, -7.5014183891, -7.5067718335, -7.5031971113, -7.5053285095, -7.5005348787, -7.4849463136, -7.4818541234, -7.4751944707, -7.4721818055, -7.4643033563, -7.4589856742, -7.4532281502, -7.4445764647, -7.4397897096, -7.4356200703, -7.4334603032, -7.4299610053, -7.4241660378, -7.4220557555, -7.4036168143, -7.4033856454, -7.3887173253, -7.3831709541, -7.3811155208, -7.3857118535, -7.386338882, -7.3826743079, -7.3838265527, -7.3762011916, -7.3741712209, -7.367451295, -7.3713569198, -7.3690881591, -7.3712603385, -7.3005635998, -7.3054366052, -7.3274495368, -7.3528208688] |
| 194 | São Mamede | POLYGON ((-37.1073769608 -6.807487622, -37.0941239835 -6.8074355197, -37.0802465883 -6.8024040596, -37.0844815879 -6.8127893315, -37.0665976877 -6.8326572044, -37.0596695135 -6.8426528742, -37.0442953852 -6.8381345766, -37.0350706865 -6.8461833362, -37.0327887294 -6.8580672974, -37.0214727378 -6.8598452606, -37.022476684 -6.8732930348, -37.0103864857 -6.8740187578, -37.0117719102 -6.8796067424, -37.0273198226 -6.8917011327, -37.0346850879 -6.9041327071, -37.0212689429 -6.9132522593, -37.0211993076 -6.9132993006, -36.9881303056 -6.9357678676, -36.974839663 -6.9326110845, -36.9629404242 -6.9337997148, -36.970782468 -6.9542992919, -36.9709987508 -6.963478705, -36.9670235049 -6.9658180117, -36.9483829778 -6.958170872, -36.9423669498 -6.9591384043, -36.9430336982 -6.9822109429, -36.9381082087 -6.9883758368, -36.9333948876 -6.9925864605, -36.9333735006 -6.9973004814, -36.9358738521 -7.0106807525, -36.9412351097 -7.014502353, -36.9616231082 -7.0323789505, -36.9590771961 -7.0476638517, -36.9753641627 -7.0569240064, -36.9930782571 -7.0612872989, -36.9971036147 -7.0608704781, -37.0048936774 -7.0514676731, -37.0184232961 -7.0483002863, -37.0589696516 -7.0372248561, -37.0555713489 -7.0240927298, -37.0674883859 -7.0195785895, -37.0722176215 -7.0132706063, -37.0868593723 -7.0230075075, -37.0928039979 -7.0231792183, -37.1042398604 -7.0205628013, -37.1148330118 -7.012140395, -37.1263581853 -7.0098596496, -37.1297593819 -7.0020581422, -37.1404040532 -7.0016347358, -37.1522525721 -6.9907925951, -37.1725739498 -6.9818493394, -37.1726724428 -6.9818058551, -37.1739903137 -6.9729241768, -37.1806355869 -6.964319659, -37.1729883095 -6.9440708454, -37.183113741 -6.9357781702, -37.193304812 -6.9347316254, -37.1778187197 -6.9214496527, -37.1784585028 -6.9180535186, -37.190133115 -6.9171797101, -37.1979512308 -6.9058458999, -37.2122134327 -6.9059842536, -37.213041029 -6.8861076871, -37.2176365363 -6.8530493281, -37.2342580933 -6.8242338167, -37.2135553331 -6.8244169167, -37.1903310906 -6.8249634461, -37.1518868122 -6.7979618023, -37.1384102942 -6.785740924, -37.1089036732 -6.7998200428, -37.1073769608 -6.807487622)) | 2514909 | SAO MAMEDE | SAO MAMEDE | 7738 | 1070 | 13.827862 | [-37.1073769608, -37.0941239835, -37.0802465883, -37.0844815879, -37.0665976877, -37.0596695135, -37.0442953852, -37.0350706865, -37.0327887294, -37.0214727378, -37.022476684, -37.0103864857, -37.0117719102, -37.0273198226, -37.0346850879, -37.0212689429, -37.0211993076, -36.9881303056, -36.974839663, -36.9629404242, -36.970782468, -36.9709987508, -36.9670235049, -36.9483829778, -36.9423669498, -36.9430336982, -36.9381082087, -36.9333948876, -36.9333735006, -36.9358738521, -36.9412351097, -36.9616231082, -36.9590771961, -36.9753641627, -36.9930782571, -36.9971036147, -37.0048936774, -37.0184232961, -37.0589696516, -37.0555713489, -37.0674883859, -37.0722176215, -37.0868593723, -37.0928039979, -37.1042398604, -37.1148330118, -37.1263581853, -37.1297593819, -37.1404040532, -37.1522525721, -37.1725739498, -37.1726724428, -37.1739903137, -37.1806355869, -37.1729883095, -37.183113741, -37.193304812, -37.1778187197, -37.1784585028, -37.190133115, -37.1979512308, -37.2122134327, -37.213041029, -37.2176365363, -37.2342580933, -37.2135553331, -37.1903310906, -37.1518868122, -37.1384102942, -37.1089036732, -37.1073769608] | [-6.807487622, -6.8074355197, -6.8024040596, -6.8127893315, -6.8326572044, -6.8426528742, -6.8381345766, -6.8461833362, -6.8580672974, -6.8598452606, -6.8732930348, -6.8740187578, -6.8796067424, -6.8917011327, -6.9041327071, -6.9132522593, -6.9132993006, -6.9357678676, -6.9326110845, -6.9337997148, -6.9542992919, -6.963478705, -6.9658180117, -6.958170872, -6.9591384043, -6.9822109429, -6.9883758368, -6.9925864605, -6.9973004814, -7.0106807525, -7.014502353, -7.0323789505, -7.0476638517, -7.0569240064, -7.0612872989, -7.0608704781, -7.0514676731, -7.0483002863, -7.0372248561, -7.0240927298, -7.0195785895, -7.0132706063, -7.0230075075, -7.0231792183, -7.0205628013, -7.012140395, -7.0098596496, -7.0020581422, -7.0016347358, -6.9907925951, -6.9818493394, -6.9818058551, -6.9729241768, -6.964319659, -6.9440708454, -6.9357781702, -6.9347316254, -6.9214496527, -6.9180535186, -6.9171797101, -6.9058458999, -6.9059842536, -6.8861076871, -6.8530493281, -6.8242338167, -6.8244169167, -6.8249634461, -6.7979618023, -6.785740924, -6.7998200428, -6.807487622] |
| 195 | São Miguel de Taipu | POLYGON ((-35.1699035933 -7.1967081373, -35.158702745 -7.2092614979, -35.1550801319 -7.2066081542, -35.1508949677 -7.2127720616, -35.1584517678 -7.2292938342, -35.1709213264 -7.2637464976, -35.1713874217 -7.2723114359, -35.1774068454 -7.2858550061, -35.1816572316 -7.2954205495, -35.1916766572 -7.2980118815, -35.1931469328 -7.3107339034, -35.2113816701 -7.303688494, -35.2169310509 -7.3042868345, -35.220026282 -7.2996978082, -35.2233793474 -7.2921551273, -35.2334595632 -7.2639347075, -35.2417595143 -7.2406852583, -35.2387822758 -7.2254762323, -35.2321962775 -7.2167040589, -35.2322282478 -7.2051194319, -35.2300250083 -7.1915505748, -35.2193996723 -7.1907374919, -35.2015612915 -7.1873322229, -35.1875059182 -7.1770392952, -35.1870648431 -7.1769705866, -35.1862270846 -7.1830047713, -35.1819345864 -7.1832207123, -35.1699035933 -7.1967081373)) | 2515005 | SAO MIGUEL DE TAIPU | SAO MIGUEL DE TAIPU | 7131 | 1368 | 19.183845 | [-35.1699035933, -35.158702745, -35.1550801319, -35.1508949677, -35.1584517678, -35.1709213264, -35.1713874217, -35.1774068454, -35.1816572316, -35.1916766572, -35.1931469328, -35.2113816701, -35.2169310509, -35.220026282, -35.2233793474, -35.2334595632, -35.2417595143, -35.2387822758, -35.2321962775, -35.2322282478, -35.2300250083, -35.2193996723, -35.2015612915, -35.1875059182, -35.1870648431, -35.1862270846, -35.1819345864, -35.1699035933] | [-7.1967081373, -7.2092614979, -7.2066081542, -7.2127720616, -7.2292938342, -7.2637464976, -7.2723114359, -7.2858550061, -7.2954205495, -7.2980118815, -7.3107339034, -7.303688494, -7.3042868345, -7.2996978082, -7.2921551273, -7.2639347075, -7.2406852583, -7.2254762323, -7.2167040589, -7.2051194319, -7.1915505748, -7.1907374919, -7.1873322229, -7.1770392952, -7.1769705866, -7.1830047713, -7.1832207123, -7.1967081373] |
| 196 | São Sebastião de Lagoa de Roça | POLYGON ((-35.8418312334 -7.0563115351, -35.8336970111 -7.0601326551, -35.8268983726 -7.0703759472, -35.8233490631 -7.0718609506, -35.8161140022 -7.0748868357, -35.8178607963 -7.0766928318, -35.8148092852 -7.0847170249, -35.8115630306 -7.0951624233, -35.8133040768 -7.1021266577, -35.8155576568 -7.1067951791, -35.8178063335 -7.1092649369, -35.8248258854 -7.121773548, -35.8296197465 -7.1256791974, -35.8325125484 -7.1238075921, -35.8392064205 -7.1236348846, -35.8417343861 -7.1156921751, -35.8454118246 -7.1201008954, -35.8520428902 -7.1166549202, -35.8634035617 -7.1195732822, -35.8682696262 -7.1120856276, -35.8712090189 -7.1091433396, -35.8739471502 -7.1064038104, -35.8890149214 -7.0881397812, -35.8961692932 -7.0838770376, -35.8953625577 -7.0822269766, -35.8863646361 -7.0638294656, -35.8859277498 -7.0629355926, -35.8809189815 -7.0526957016, -35.8715462653 -7.0578200281, -35.8639292864 -7.0568526482, -35.855413245 -7.0503150412, -35.8418312334 -7.0563115351)) | 2515104 | SAO SEBASTIAO DE LAGOA DE ROCA | SAO SEBASTIAO DE LAGOA DE ROCA | 11762 | 1541 | 13.101513 | [-35.8418312334, -35.8336970111, -35.8268983726, -35.8233490631, -35.8161140022, -35.8178607963, -35.8148092852, -35.8115630306, -35.8133040768, -35.8155576568, -35.8178063335, -35.8248258854, -35.8296197465, -35.8325125484, -35.8392064205, -35.8417343861, -35.8454118246, -35.8520428902, -35.8634035617, -35.8682696262, -35.8712090189, -35.8739471502, -35.8890149214, -35.8961692932, -35.8953625577, -35.8863646361, -35.8859277498, -35.8809189815, -35.8715462653, -35.8639292864, -35.855413245, -35.8418312334] | [-7.0563115351, -7.0601326551, -7.0703759472, -7.0718609506, -7.0748868357, -7.0766928318, -7.0847170249, -7.0951624233, -7.1021266577, -7.1067951791, -7.1092649369, -7.121773548, -7.1256791974, -7.1238075921, -7.1236348846, -7.1156921751, -7.1201008954, -7.1166549202, -7.1195732822, -7.1120856276, -7.1091433396, -7.1064038104, -7.0881397812, -7.0838770376, -7.0822269766, -7.0638294656, -7.0629355926, -7.0526957016, -7.0578200281, -7.0568526482, -7.0503150412, -7.0563115351] |
| 197 | São Sebastião do Umbuzeiro | POLYGON ((-36.8904023306 -8.0520459675, -36.8963667687 -8.071632345699999, -36.8958647034 -8.086145049300001, -36.9164325928 -8.1012785062, -36.9167178612 -8.108174401399999, -36.9222311111 -8.1121654436, -36.9270549337 -8.126035245100001, -36.9363628527 -8.1377149944, -36.9408015633 -8.164603662199999, -36.9529801861 -8.1769134259, -36.9602253282 -8.1757147423, -36.9638124911 -8.181961065499999, -36.9626943502 -8.192608912900001, -36.957341358 -8.1985003993, -36.9601468802 -8.2121539532, -36.9634470556 -8.2117597437, -36.9648142476 -8.215006449000001, -36.958420337 -8.2437388258, -36.9588906619 -8.2494102075, -36.9684244723 -8.259082237399999, -36.9701590723 -8.2734526521, -36.9625203214 -8.286707849800001, -36.951048433 -8.2964861768, -36.9545830909 -8.2989369052, -36.9776770568 -8.2970032119, -36.9908143365 -8.302540221799999, -37.0150042848 -8.291661167699999, -37.0203074277 -8.289258045, -37.0397713714 -8.2659715507, -37.0808614822 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| 198 | Sapé | POLYGON ((-35.2070447074 -6.940451521, -35.1839613992 -6.954482677, -35.1787575547 -6.9502663483, -35.1785516092 -6.9524059815, -35.1547486065 -6.9400271144, -35.148942577 -6.9421827839, -35.1323175014 -6.9404208617, -35.1370509355 -6.9444416707, -35.1395341494 -6.9626935553, -35.1459633349 -6.972845957, -35.138171381 -6.9832905513, -35.1346343131 -7.0066411503, -35.1273834157 -7.0094296975, -35.1291554353 -7.0105509549, -35.1610091686 -7.0318047807, -35.1457124641 -7.0453251687, -35.1376706329 -7.052431289, -35.1179180034 -7.0703087411, -35.1281799869 -7.099346237, -35.1396151468 -7.1317218623, -35.1427470091 -7.1405916061, -35.1521106049 -7.1490096926, -35.1678272856 -7.1601852469, -35.1723108122 -7.1639105888, -35.1788895311 -7.1734438843, -35.1870648431 -7.1769705866, -35.1875059182 -7.1770392952, -35.1904283521 -7.1761616174, -35.1909409942 -7.1706060411, -35.1966355458 -7.1744717637, -35.2008772557 -7.1720584022, -35.2091866463 -7.1748221884, -35.2117571172 -7.1652656656, -35.217067616 -7.1653110484, -35.2172585612 -7.1585633488, -35.2276937044 -7.1607274825, -35.2270261486 -7.1498922234, -35.231231903 -7.1489963343, -35.2320884431 -7.1421071755, -35.2375874784 -7.1378513285, -35.2389982382 -7.1296866051, -35.2357895087 -7.1228406869, -35.2383578567 -7.1192292338, -35.250780997 -7.121744201, -35.2612082405 -7.1289116181, -35.2610344569 -7.1375977443, -35.2706233748 -7.1321009298, -35.2750234853 -7.1211214899, -35.2729386516 -7.1161209759, -35.2850849516 -7.1164492759, -35.2839010647 -7.1106340036, -35.2874933917 -7.1085551955, -35.278667707 -7.1047030252, -35.2610279287 -7.0765266679, -35.2609363616 -7.0763332433, -35.2544144189 -7.0677979615, -35.2531954256 -7.0578019559, -35.2479585578 -7.0508281441, -35.2583947516 -7.037239114, -35.2556773895 -7.026331262, -35.2557188301 -7.0128335306, -35.2527758449 -6.9854507068, -35.2633362063 -6.9639385531, -35.2622604272 -6.9550287569, -35.2563140901 -6.9525125136, -35.2437704728 -6.9538057457, -35.2221062793 -6.9469675911, -35.2217832055 -6.946433068, -35.2214829231 -6.9459389252, -35.2192260591 -6.9422155404, -35.2070447074 -6.940451521)) | 2515302 | SAPE | SAPE | 52463 | 8813 | 16.798506 | [-35.2070447074, -35.1839613992, -35.1787575547, -35.1785516092, -35.1547486065, -35.148942577, -35.1323175014, -35.1370509355, -35.1395341494, -35.1459633349, -35.138171381, -35.1346343131, -35.1273834157, -35.1291554353, -35.1610091686, -35.1457124641, -35.1376706329, -35.1179180034, -35.1281799869, -35.1396151468, -35.1427470091, -35.1521106049, -35.1678272856, -35.1723108122, -35.1788895311, -35.1870648431, -35.1875059182, -35.1904283521, -35.1909409942, -35.1966355458, -35.2008772557, -35.2091866463, -35.2117571172, -35.217067616, -35.2172585612, -35.2276937044, -35.2270261486, -35.231231903, -35.2320884431, -35.2375874784, -35.2389982382, -35.2357895087, -35.2383578567, -35.250780997, -35.2612082405, -35.2610344569, -35.2706233748, -35.2750234853, -35.2729386516, -35.2850849516, -35.2839010647, -35.2874933917, -35.278667707, -35.2610279287, -35.2609363616, -35.2544144189, -35.2531954256, -35.2479585578, -35.2583947516, -35.2556773895, -35.2557188301, -35.2527758449, -35.2633362063, -35.2622604272, -35.2563140901, -35.2437704728, -35.2221062793, -35.2217832055, -35.2214829231, -35.2192260591, -35.2070447074] | [-6.940451521, -6.954482677, -6.9502663483, -6.9524059815, -6.9400271144, -6.9421827839, -6.9404208617, -6.9444416707, -6.9626935553, -6.972845957, -6.9832905513, -7.0066411503, -7.0094296975, -7.0105509549, -7.0318047807, -7.0453251687, -7.052431289, -7.0703087411, -7.099346237, -7.1317218623, -7.1405916061, -7.1490096926, -7.1601852469, -7.1639105888, -7.1734438843, -7.1769705866, -7.1770392952, -7.1761616174, -7.1706060411, -7.1744717637, -7.1720584022, -7.1748221884, -7.1652656656, -7.1653110484, -7.1585633488, -7.1607274825, -7.1498922234, -7.1489963343, -7.1421071755, -7.1378513285, -7.1296866051, -7.1228406869, -7.1192292338, -7.121744201, -7.1289116181, -7.1375977443, -7.1321009298, -7.1211214899, -7.1161209759, -7.1164492759, -7.1106340036, -7.1085551955, -7.1047030252, -7.0765266679, -7.0763332433, -7.0677979615, -7.0578019559, -7.0508281441, -7.037239114, -7.026331262, -7.0128335306, -6.9854507068, -6.9639385531, -6.9550287569, -6.9525125136, -6.9538057457, -6.9469675911, -6.946433068, -6.9459389252, -6.9422155404, -6.940451521] |
| 199 | Seridó | POLYGON ((-36.5343256322 -6.8367973958, -36.5296105669 -6.8410336826, -36.5268318371 -6.8373461133, -36.5188544896 -6.8399743446, -36.5175339381 -6.8453970498, -36.5124893754 -6.8470404628, -36.5115121691 -6.8444456748, -36.5042978164 -6.8495039157, -36.4889121448 -6.8361466625, -36.482383683 -6.8391684086, -36.4813306054 -6.8454597405, -36.4758696764 -6.8447628322, -36.4758051928 -6.8483533753, -36.4686502101 -6.8455445951, -36.4663804349 -6.8484096266, -36.4644039751 -6.846153168, -36.4475669156 -6.8483110206, -36.438542408 -6.8430820122, -36.4330241007 -6.8483488037, -36.4265865206 -6.8481991357, -36.4244507362 -6.8423723405, -36.4137113532 -6.8529071857, -36.4083691218 -6.854673813, -36.4081436627 -6.8546745652, -36.4056764827 -6.8458414526, -36.3991480147 -6.8500360861, -36.393745335 -6.8456938515, -36.3874004702 -6.8480958863, -36.38461052 -6.8454563136, -36.3788394071 -6.8489870859, -36.3746471659 -6.8471843154, -36.3701066978 -6.8549554784, -36.3639343133 -6.8604600263, -36.3690893429 -6.8728336378, -36.382189032 -6.8860096714, -36.3766768 -6.8937366473, -36.3624667959 -6.9129171545, -36.3314477215 -6.9303415096, -36.325772359 -6.9385256426, -36.3342146156 -6.9470176465, -36.351196868 -6.9555396602, -36.3747991502 -6.9707589416, -36.374974118 -6.9708714865, -36.3936725124 -6.982930199, -36.4447792593 -6.9896508615, -36.4763734139 -6.9938052198, -36.4731154004 -6.9493492932, -36.4749798602 -6.9480463692, -36.5442626905 -6.899622066, -36.557686872 -6.8887350332, -36.5676044131 -6.8743943583, -36.566458508 -6.8661889036, -36.5737440955 -6.8570548259, -36.5694598858 -6.8476054456, -36.5598210028 -6.8403706204, -36.5433328603 -6.841695869, -36.5380357771 -6.8434149782, -36.5343256322 -6.8367973958)) | 2515401 | SAO VICENTE DO SERIDO | SAO VICENTE DO SERIDO | 10994 | 1900 | 17.282154 | [-36.5343256322, -36.5296105669, -36.5268318371, -36.5188544896, -36.5175339381, -36.5124893754, -36.5115121691, -36.5042978164, -36.4889121448, -36.482383683, -36.4813306054, -36.4758696764, -36.4758051928, -36.4686502101, -36.4663804349, -36.4644039751, -36.4475669156, -36.438542408, -36.4330241007, -36.4265865206, -36.4244507362, -36.4137113532, -36.4083691218, -36.4081436627, -36.4056764827, -36.3991480147, -36.393745335, -36.3874004702, -36.38461052, -36.3788394071, -36.3746471659, -36.3701066978, -36.3639343133, -36.3690893429, -36.382189032, -36.3766768, -36.3624667959, -36.3314477215, -36.325772359, -36.3342146156, -36.351196868, -36.3747991502, -36.374974118, -36.3936725124, -36.4447792593, -36.4763734139, -36.4731154004, -36.4749798602, -36.5442626905, -36.557686872, -36.5676044131, -36.566458508, -36.5737440955, -36.5694598858, -36.5598210028, -36.5433328603, -36.5380357771, -36.5343256322] | [-6.8367973958, -6.8410336826, -6.8373461133, -6.8399743446, -6.8453970498, -6.8470404628, -6.8444456748, -6.8495039157, -6.8361466625, -6.8391684086, -6.8454597405, -6.8447628322, -6.8483533753, -6.8455445951, -6.8484096266, -6.846153168, -6.8483110206, -6.8430820122, -6.8483488037, -6.8481991357, -6.8423723405, -6.8529071857, -6.854673813, -6.8546745652, -6.8458414526, -6.8500360861, -6.8456938515, -6.8480958863, -6.8454563136, -6.8489870859, -6.8471843154, -6.8549554784, -6.8604600263, -6.8728336378, -6.8860096714, -6.8937366473, -6.9129171545, -6.9303415096, -6.9385256426, -6.9470176465, -6.9555396602, -6.9707589416, -6.9708714865, -6.982930199, -6.9896508615, -6.9938052198, -6.9493492932, -6.9480463692, -6.899622066, -6.8887350332, -6.8743943583, -6.8661889036, -6.8570548259, -6.8476054456, -6.8403706204, -6.841695869, -6.8434149782, -6.8367973958] |
| 200 | Serra Branca | POLYGON ((-36.6743598589 -7.3811101058, -36.6639698525 -7.3891298652, -36.6354891195 -7.3923122393, -36.6345871072 -7.393439319, -36.5931837812 -7.4451359179, -36.5304503226 -7.5276662167, -36.5410355698 -7.5359212084, -36.5999977935 -7.5819144484, -36.6395557656 -7.5854164825, -36.7119602776 -7.5918219229, -36.7139825415 -7.5927293602, -36.7087943886 -7.6211840528, -36.699003219 -7.6747855746, -36.6932133616 -7.678522178, -36.6882983062 -7.6757221627, -36.6794796715 -7.6771917573, -36.6703767819 -7.6827936873, -36.6613707483 -7.6799715849, -36.6583253601 -7.6843366982, -36.6689077931 -7.6834313117, -36.7072241686 -7.6965669162, -36.7125220567 -7.6948706352, -36.7284357818 -7.7010391517, -36.7297505979 -7.7049220849, -36.74496126 -7.7140530942, -36.7539095785 -7.7152127205, -36.7638000507 -7.7283767019, -36.7865582872 -7.6900341595, -36.7965493454 -7.6731877869, -36.7960960267 -7.6645454931, -36.7954482806 -7.6616082048, -36.7826957413 -7.656431233, -36.7831606335 -7.6482543417, -36.8099861559 -7.6457327895, -36.8146478075 -7.6187784436, -36.8230761891 -7.608321543, -36.823187104 -7.6082486413, -36.8393388118 -7.5932188466, -36.8244098282 -7.5795296552, -36.8385930968 -7.5585211702, -36.8290385791 -7.5390448376, -36.828511822 -7.5369647362, -36.8740669916 -7.5348357468, -36.8871675483 -7.5342224521, -36.9005206427 -7.533596486, -36.8759024908 -7.5156626185, -36.8539183975 -7.4996489588, -36.8341179937 -7.4852311155, -36.7682414403 -7.4627892072, -36.7374943958 -7.4523162527, -36.7350217726 -7.4217719024, -36.7268905514 -7.4107040666, -36.7270595768 -7.405610873, -36.7162289737 -7.4014471501, -36.7118411681 -7.3951512608, -36.7080583366 -7.3923500986, -36.6920827782 -7.3864931046, -36.6805781347 -7.3876858097, -36.6743598589 -7.3811101058)) | 2515500 | SERRA BRANCA | SERRA BRANCA | 13637 | 2076 | 15.223290 | [-36.6743598589, -36.6639698525, -36.6354891195, -36.6345871072, -36.5931837812, -36.5304503226, -36.5410355698, -36.5999977935, -36.6395557656, -36.7119602776, -36.7139825415, -36.7087943886, -36.699003219, -36.6932133616, -36.6882983062, -36.6794796715, -36.6703767819, -36.6613707483, -36.6583253601, -36.6689077931, -36.7072241686, -36.7125220567, -36.7284357818, -36.7297505979, -36.74496126, -36.7539095785, -36.7638000507, -36.7865582872, -36.7965493454, -36.7960960267, -36.7954482806, -36.7826957413, -36.7831606335, -36.8099861559, -36.8146478075, -36.8230761891, -36.823187104, -36.8393388118, -36.8244098282, -36.8385930968, -36.8290385791, -36.828511822, -36.8740669916, -36.8871675483, -36.9005206427, -36.8759024908, -36.8539183975, -36.8341179937, -36.7682414403, -36.7374943958, -36.7350217726, -36.7268905514, -36.7270595768, -36.7162289737, -36.7118411681, -36.7080583366, -36.6920827782, -36.6805781347, -36.6743598589] | [-7.3811101058, -7.3891298652, -7.3923122393, -7.393439319, -7.4451359179, -7.5276662167, -7.5359212084, -7.5819144484, -7.5854164825, -7.5918219229, -7.5927293602, -7.6211840528, -7.6747855746, -7.678522178, -7.6757221627, -7.6771917573, -7.6827936873, -7.6799715849, -7.6843366982, -7.6834313117, -7.6965669162, -7.6948706352, -7.7010391517, -7.7049220849, -7.7140530942, -7.7152127205, -7.7283767019, -7.6900341595, -7.6731877869, -7.6645454931, -7.6616082048, -7.656431233, -7.6482543417, -7.6457327895, -7.6187784436, -7.608321543, -7.6082486413, -7.5932188466, -7.5795296552, -7.5585211702, -7.5390448376, -7.5369647362, -7.5348357468, -7.5342224521, -7.533596486, -7.5156626185, -7.4996489588, -7.4852311155, -7.4627892072, -7.4523162527, -7.4217719024, -7.4107040666, -7.405610873, -7.4014471501, -7.3951512608, -7.3923500986, -7.3864931046, -7.3876858097, -7.3811101058] |
| 201 | Serra da Raiz | POLYGON ((-35.4540026613 -6.7269986284, -35.4749484724 -6.7403093456, -35.4981428987 -6.7320623355, -35.4960418724 -6.7302187223, -35.4656610076 -6.70356406, -35.45549368 -6.6889808868, -35.4464099573 -6.6759551239, -35.4230591511 -6.6667822662, -35.4157773475 -6.6740186713, -35.4182518832 -6.6829597851, -35.4214782687 -6.6888907082, -35.4305537754 -6.7065020996, -35.4336781972 -6.7070797944, -35.4391504921 -6.7119063927, -35.4416794966 -6.7230468651, -35.4540026613 -6.7269986284)) | 2515609 | SERRA DA RAIZ | SERRA DA RAIZ | 3137 | 385 | 12.272872 | [-35.4540026613, -35.4749484724, -35.4981428987, -35.4960418724, -35.4656610076, -35.45549368, -35.4464099573, -35.4230591511, -35.4157773475, -35.4182518832, -35.4214782687, -35.4305537754, -35.4336781972, -35.4391504921, -35.4416794966, -35.4540026613] | [-6.7269986284, -6.7403093456, -6.7320623355, -6.7302187223, -6.70356406, -6.6889808868, -6.6759551239, -6.6667822662, -6.6740186713, -6.6829597851, -6.6888907082, -6.7065020996, -6.7070797944, -6.7119063927, -6.7230468651, -6.7269986284] |
| 202 | Serra Grande | POLYGON ((-38.3300280593 -7.1770957865, -38.328924066 -7.1838773154, -38.3372818939 -7.192341411, -38.3382076665 -7.2012098427, -38.3504816845 -7.2230016267, -38.3521329696 -7.2343378241, -38.3605060156 -7.2322654239, -38.3765825122 -7.2604085901, -38.3855741159 -7.2636417764, -38.3888603427 -7.2832976903, -38.412771359 -7.3049301562, -38.4134845049 -7.305695778, -38.4216458286 -7.3030264101, -38.421380424 -7.2894220086, -38.4165528796 -7.2809928263, -38.4194719278 -7.2699041644, -38.4161007771 -7.2612444646, -38.4128035998 -7.253667066, -38.4031963294 -7.2482331195, -38.4115861373 -7.2378117174, -38.4056303471 -7.2212811282, -38.4061838693 -7.2072049738, -38.4049843453 -7.1999123983, -38.3934776153 -7.1787174905, -38.3848883687 -7.1791992216, -38.3827080605 -7.1757471332, -38.3843968215 -7.1661932128, -38.3441667081 -7.1547094438, -38.3349677933 -7.1553865867, -38.3331825181 -7.1599160607, -38.3180902123 -7.1594996702, -38.316742962 -7.1688140382, -38.3300280593 -7.1770957865)) | 2515708 | SERRA GRANDE | SERRA GRANDE | 3089 | 534 | 17.287148 | [-38.3300280593, -38.328924066, -38.3372818939, -38.3382076665, -38.3504816845, -38.3521329696, -38.3605060156, -38.3765825122, -38.3855741159, -38.3888603427, -38.412771359, -38.4134845049, -38.4216458286, -38.421380424, -38.4165528796, -38.4194719278, -38.4161007771, -38.4128035998, -38.4031963294, -38.4115861373, -38.4056303471, -38.4061838693, -38.4049843453, -38.3934776153, -38.3848883687, -38.3827080605, -38.3843968215, -38.3441667081, -38.3349677933, -38.3331825181, -38.3180902123, -38.316742962, -38.3300280593] | [-7.1770957865, -7.1838773154, -7.192341411, -7.2012098427, -7.2230016267, -7.2343378241, -7.2322654239, -7.2604085901, -7.2636417764, -7.2832976903, -7.3049301562, -7.305695778, -7.3030264101, -7.2894220086, -7.2809928263, -7.2699041644, -7.2612444646, -7.253667066, -7.2482331195, -7.2378117174, -7.2212811282, -7.2072049738, -7.1999123983, -7.1787174905, -7.1791992216, -7.1757471332, -7.1661932128, -7.1547094438, -7.1553865867, -7.1599160607, -7.1594996702, -7.1688140382, -7.1770957865] |
| 203 | Serra Redonda | POLYGON ((-35.6241248241 -7.1324476198, -35.6202774161 -7.1533823352, -35.610437323 -7.1606359563, -35.6075926154 -7.1682756367, -35.6226601751 -7.1784395725, -35.6405378538 -7.183951507, -35.6615882523 -7.1904424586, -35.6638685617 -7.1947528195, -35.6639576053 -7.1949215706, -35.671350921 -7.207373079, -35.6952762376 -7.2172260298, -35.6981636861 -7.2184155744, -35.6946859893 -7.2033783928, -35.7036016233 -7.1914118913, -35.709362719 -7.1842036268, -35.7108383465 -7.1706325697, -35.7107538267 -7.1668166546, -35.6968436606 -7.159906778, -35.6949519367 -7.1558823443, -35.6878391606 -7.1558481871, -35.6802077757 -7.1483501235, -35.6719276454 -7.1469437812, -35.6600435817 -7.1388730661, -35.652753658 -7.1395824016, -35.6474554743 -7.1449611946, -35.634956285 -7.1328783302, -35.6241248241 -7.1324476198)) | 2515807 | SERRA REDONDA | SERRA REDONDA | 7036 | 1057 | 15.022740 | [-35.6241248241, -35.6202774161, -35.610437323, -35.6075926154, -35.6226601751, -35.6405378538, -35.6615882523, -35.6638685617, -35.6639576053, -35.671350921, -35.6952762376, -35.6981636861, -35.6946859893, -35.7036016233, -35.709362719, -35.7108383465, -35.7107538267, -35.6968436606, -35.6949519367, -35.6878391606, -35.6802077757, -35.6719276454, -35.6600435817, -35.652753658, -35.6474554743, -35.634956285, -35.6241248241] | [-7.1324476198, -7.1533823352, -7.1606359563, -7.1682756367, -7.1784395725, -7.183951507, -7.1904424586, -7.1947528195, -7.1949215706, -7.207373079, -7.2172260298, -7.2184155744, -7.2033783928, -7.1914118913, -7.1842036268, -7.1706325697, -7.1668166546, -7.159906778, -7.1558823443, -7.1558481871, -7.1483501235, -7.1469437812, -7.1388730661, -7.1395824016, -7.1449611946, -7.1328783302, -7.1324476198] |
| 204 | Serraria | POLYGON ((-35.6059404909 -6.8110047882, -35.5997789134 -6.8110286356, -35.5988365276 -6.8108438472, -35.5743651812 -6.8060465131, -35.5781105814 -6.8165462695, -35.5800283685 -6.821922321, -35.581441348 -6.8251342971, -35.5874891319 -6.8388810989, -35.6176019067 -6.8517072791, -35.6304341669 -6.8535106378, -35.6313205414 -6.8533965344, -35.6414216933 -6.8542746926, -35.6585728146 -6.8676978993, -35.6739878146 -6.8662982764, -35.6781400786 -6.8673277702, -35.6875878498 -6.8618159399, -35.6925618672 -6.8598065076, -35.6991427641 -6.8460910213, -35.7088167654 -6.8408222491, -35.7016003466 -6.8328533688, -35.7005482297 -6.8143185133, -35.6791874753 -6.8270337726, -35.6681948865 -6.8108437353, -35.6681452218 -6.8107713294, -35.6364569976 -6.8003095789, -35.6280893352 -6.8066676467, -35.6168239573 -6.8094687687, -35.6059404909 -6.8110047882)) | 2515906 | SERRARIA | SERRARIA | 6123 | 1054 | 17.213784 | [-35.6059404909, -35.5997789134, -35.5988365276, -35.5743651812, -35.5781105814, -35.5800283685, -35.581441348, -35.5874891319, -35.6176019067, -35.6304341669, -35.6313205414, -35.6414216933, -35.6585728146, -35.6739878146, -35.6781400786, -35.6875878498, -35.6925618672, -35.6991427641, -35.7088167654, -35.7016003466, -35.7005482297, -35.6791874753, -35.6681948865, -35.6681452218, -35.6364569976, -35.6280893352, -35.6168239573, -35.6059404909] | [-6.8110047882, -6.8110286356, -6.8108438472, -6.8060465131, -6.8165462695, -6.821922321, -6.8251342971, -6.8388810989, -6.8517072791, -6.8535106378, -6.8533965344, -6.8542746926, -6.8676978993, -6.8662982764, -6.8673277702, -6.8618159399, -6.8598065076, -6.8460910213, -6.8408222491, -6.8328533688, -6.8143185133, -6.8270337726, -6.8108437353, -6.8107713294, -6.8003095789, -6.8066676467, -6.8094687687, -6.8110047882] |
| 205 | Sertãozinho | POLYGON ((-35.3720139955 -6.7476892417, -35.3741391204 -6.7559962446, -35.3904156043 -6.7611671715, -35.408584614 -6.7654595887, -35.4124050274 -6.7637812761, -35.4176602888 -6.7578644875, -35.4254313434 -6.7575718421, -35.4330042832 -6.7526662924, -35.4451143506 -6.7681825262, -35.4465081959 -6.7556702406, -35.4433251995 -6.7520285622, -35.4431405537 -6.7513854061, -35.4749484724 -6.7403093456, -35.4540026613 -6.7269986284, -35.4416794966 -6.7230468651, -35.4391504921 -6.7119063927, -35.4336781972 -6.7070797944, -35.4253248555 -6.7135887044, -35.4189246705 -6.7257976631, -35.4168472421 -6.727065931, -35.4166903073 -6.7272356973, -35.412167639 -6.7321460513, -35.3814281903 -6.7406777788, -35.3720139955 -6.7476892417)) | 2515930 | SERTAOZINHO | SERTAOZINHO | 4969 | 590 | 11.873616 | [-35.3720139955, -35.3741391204, -35.3904156043, -35.408584614, -35.4124050274, -35.4176602888, -35.4254313434, -35.4330042832, -35.4451143506, -35.4465081959, -35.4433251995, -35.4431405537, -35.4749484724, -35.4540026613, -35.4416794966, -35.4391504921, -35.4336781972, -35.4253248555, -35.4189246705, -35.4168472421, -35.4166903073, -35.412167639, -35.3814281903, -35.3720139955] | [-6.7476892417, -6.7559962446, -6.7611671715, -6.7654595887, -6.7637812761, -6.7578644875, -6.7575718421, -6.7526662924, -6.7681825262, -6.7556702406, -6.7520285622, -6.7513854061, -6.7403093456, -6.7269986284, -6.7230468651, -6.7119063927, -6.7070797944, -6.7135887044, -6.7257976631, -6.727065931, -6.7272356973, -6.7321460513, -6.7406777788, -6.7476892417] |
| 206 | Sobrado | POLYGON ((-35.2270261486 -7.1498922234, -35.2276937044 -7.1607274825, -35.2172585612 -7.1585633488, -35.217067616 -7.1653110484, -35.2117571172 -7.1652656656, -35.2091866463 -7.1748221884, -35.2008772557 -7.1720584022, -35.1966355458 -7.1744717637, -35.1909409942 -7.1706060411, -35.1904283521 -7.1761616174, -35.1875059182 -7.1770392952, -35.2015612915 -7.1873322229, -35.2193996723 -7.1907374919, -35.2300250083 -7.1915505748, -35.2322282478 -7.2051194319, -35.2358898753 -7.2051676247, -35.2375975103 -7.2109623906, -35.2519331052 -7.2132246144, -35.2542565539 -7.2108220842, -35.2698497487 -7.2137715709, -35.2737485363 -7.2101013093, -35.2813686709 -7.2126360849, -35.2820804007 -7.2159282575, -35.2857111651 -7.2124011276, -35.2895151497 -7.2164111462, -35.3034451636 -7.2141956468, -35.3044206825 -7.2156347756, -35.3084260016 -7.2045180996, -35.3234152051 -7.1850138866, -35.3335776668 -7.1794516591, -35.3323669277 -7.1746255755, -35.2939960708 -7.1849034736, -35.2891460078 -7.1860692638, -35.2812299392 -7.1879738068, -35.259399598 -7.1635477936, -35.2585165207 -7.1576258818, -35.2556049708 -7.1452146655, -35.2558171251 -7.1403149475, -35.2610344569 -7.1375977443, -35.2612082405 -7.1289116181, -35.250780997 -7.121744201, -35.2383578567 -7.1192292338, -35.2357895087 -7.1228406869, -35.2389982382 -7.1296866051, -35.2375874784 -7.1378513285, -35.2320884431 -7.1421071755, -35.231231903 -7.1489963343, -35.2270261486 -7.1498922234)) | 2515971 | SOBRADO | SOBRADO | 7754 | 1590 | 20.505546 | [-35.2270261486, -35.2276937044, -35.2172585612, -35.217067616, -35.2117571172, -35.2091866463, -35.2008772557, -35.1966355458, -35.1909409942, -35.1904283521, -35.1875059182, -35.2015612915, -35.2193996723, -35.2300250083, -35.2322282478, -35.2358898753, -35.2375975103, -35.2519331052, -35.2542565539, -35.2698497487, -35.2737485363, -35.2813686709, -35.2820804007, -35.2857111651, -35.2895151497, -35.3034451636, -35.3044206825, -35.3084260016, -35.3234152051, -35.3335776668, -35.3323669277, -35.2939960708, -35.2891460078, -35.2812299392, -35.259399598, -35.2585165207, -35.2556049708, -35.2558171251, -35.2610344569, -35.2612082405, -35.250780997, -35.2383578567, -35.2357895087, -35.2389982382, -35.2375874784, -35.2320884431, -35.231231903, -35.2270261486] | [-7.1498922234, -7.1607274825, -7.1585633488, -7.1653110484, -7.1652656656, -7.1748221884, -7.1720584022, -7.1744717637, -7.1706060411, -7.1761616174, -7.1770392952, -7.1873322229, -7.1907374919, -7.1915505748, -7.2051194319, -7.2051676247, -7.2109623906, -7.2132246144, -7.2108220842, -7.2137715709, -7.2101013093, -7.2126360849, -7.2159282575, -7.2124011276, -7.2164111462, -7.2141956468, -7.2156347756, -7.2045180996, -7.1850138866, -7.1794516591, -7.1746255755, -7.1849034736, -7.1860692638, -7.1879738068, -7.1635477936, -7.1576258818, -7.1452146655, -7.1403149475, -7.1375977443, -7.1289116181, -7.121744201, -7.1192292338, -7.1228406869, -7.1296866051, -7.1378513285, -7.1421071755, -7.1489963343, -7.1498922234] |
| 207 | Solânea | POLYGON ((-35.7105891907 -6.6537984696, -35.6975445157 -6.6574443486, -35.6879148464 -6.6538693405, -35.6832293516 -6.6589554126, -35.6833125196 -6.6591701904, -35.68857101 -6.6697957724, -35.685190012 -6.6826927669, -35.6777919773 -6.6874924887, -35.6726325085 -6.7034606019, -35.6726300031 -6.716796639, -35.676165143 -6.7256139729, -35.6731686501 -6.7316262969, -35.663490605 -6.7466339926, -35.6518802168 -6.754969154, -35.6484932881 -6.7584898652, -35.6474251034 -6.7622030123, -35.643865886 -6.7745727665, -35.6364569976 -6.8003095789, -35.6681452218 -6.8107713294, -35.6681948865 -6.8108437353, -35.6791874753 -6.8270337726, -35.7005482297 -6.8143185133, -35.7019159792 -6.8146692947, -35.705770222 -6.8192086799, -35.7158930943 -6.8206738291, -35.7197466169 -6.8247940569, -35.7290981952 -6.8168585546, -35.742222931 -6.8131222274, -35.7521564823 -6.8249333855, -35.7549548456 -6.8245172994, -35.75919821 -6.8241678771, -35.7624192243 -6.8237548833, -35.7865216196 -6.8237796007, -35.7889172628 -6.8187215773, -35.8039969124 -6.7868733232, -35.809771311 -6.769194912, -35.7937936398 -6.756068056, -35.797506626 -6.7526268089, -35.7942260846 -6.7491168186, -35.788840665 -6.7486159324, -35.7854632134 -6.7149922246, -35.7798683325 -6.7045695554, -35.7821701365 -6.7007444251, -35.7792774476 -6.6973965925, -35.7803819497 -6.6908719816, -35.7799356778 -6.6906615142, -35.7599058694 -6.6905695228, -35.7488870622 -6.685468948, -35.7445436087 -6.676880423, -35.7444479043 -6.6768744625, -35.7422800781 -6.6767402686, -35.7387434675 -6.6733094232, -35.7216946165 -6.6701954179, -35.7145976981 -6.6636015674, -35.7105891907 -6.6537984696)) | 2516003 | SOLANEA | SOLANEA | 26551 | 4547 | 17.125532 | [-35.7105891907, -35.6975445157, -35.6879148464, -35.6832293516, -35.6833125196, -35.68857101, -35.685190012, -35.6777919773, -35.6726325085, -35.6726300031, -35.676165143, -35.6731686501, -35.663490605, -35.6518802168, -35.6484932881, -35.6474251034, -35.643865886, -35.6364569976, -35.6681452218, -35.6681948865, -35.6791874753, -35.7005482297, -35.7019159792, -35.705770222, -35.7158930943, -35.7197466169, -35.7290981952, -35.742222931, -35.7521564823, -35.7549548456, -35.75919821, -35.7624192243, -35.7865216196, -35.7889172628, -35.8039969124, -35.809771311, -35.7937936398, -35.797506626, -35.7942260846, -35.788840665, -35.7854632134, -35.7798683325, -35.7821701365, -35.7792774476, -35.7803819497, -35.7799356778, -35.7599058694, -35.7488870622, -35.7445436087, -35.7444479043, -35.7422800781, -35.7387434675, -35.7216946165, -35.7145976981, -35.7105891907] | [-6.6537984696, -6.6574443486, -6.6538693405, -6.6589554126, -6.6591701904, -6.6697957724, -6.6826927669, -6.6874924887, -6.7034606019, -6.716796639, -6.7256139729, -6.7316262969, -6.7466339926, -6.754969154, -6.7584898652, -6.7622030123, -6.7745727665, -6.8003095789, -6.8107713294, -6.8108437353, -6.8270337726, -6.8143185133, -6.8146692947, -6.8192086799, -6.8206738291, -6.8247940569, -6.8168585546, -6.8131222274, -6.8249333855, -6.8245172994, -6.8241678771, -6.8237548833, -6.8237796007, -6.8187215773, -6.7868733232, -6.769194912, -6.756068056, -6.7526268089, -6.7491168186, -6.7486159324, -6.7149922246, -6.7045695554, -6.7007444251, -6.6973965925, -6.6908719816, -6.6906615142, -6.6905695228, -6.685468948, -6.676880423, -6.6768744625, -6.6767402686, -6.6733094232, -6.6701954179, -6.6636015674, -6.6537984696] |
| 208 | Soledade | POLYGON ((-36.2184301901 -7.1773767713, -36.220019494 -7.1878567416, -36.2242299175 -7.1970202143, -36.2221835468 -7.20023245, -36.2853630575 -7.1926979677, -36.3257731506 -7.1883499305, -36.4057226107 -7.2178896965, -36.4181924328 -7.1990529181, -36.4859906411 -7.1895711057, -36.4881348238 -7.160001829, -36.483351346 -7.1442792945, -36.4697124794 -7.1324599567, -36.471989516 -7.1216310602, -36.4873134452 -7.0349379974, -36.4876350704 -7.0319114693, -36.4881806868 -7.026764672, -36.4759791675 -7.0000293945, -36.4763734139 -6.9938052198, -36.4447792593 -6.9896508615, -36.3936725124 -6.982930199, -36.374974118 -6.9708714865, -36.3747991502 -6.9707589416, -36.351196868 -6.9555396602, -36.3051047605 -7.044993584, -36.2812592909 -7.091205762, -36.2332606238 -7.1046195839, -36.2332402737 -7.1047216216, -36.2312324625 -7.1149392562, -36.2250925284 -7.1212938038, -36.2227699869 -7.1345843778, -36.226254932 -7.1369105657, -36.2196705803 -7.1545740845, -36.2218333122 -7.1611910233, -36.2182531106 -7.1616358609, -36.2211094816 -7.1669881263, -36.2184301901 -7.1773767713)) | 2516102 | SOLEDADE | SOLEDADE | 14853 | 2144 | 14.434794 | [-36.2184301901, -36.220019494, -36.2242299175, -36.2221835468, -36.2853630575, -36.3257731506, -36.4057226107, -36.4181924328, -36.4859906411, -36.4881348238, -36.483351346, -36.4697124794, -36.471989516, -36.4873134452, -36.4876350704, -36.4881806868, -36.4759791675, -36.4763734139, -36.4447792593, -36.3936725124, -36.374974118, -36.3747991502, -36.351196868, -36.3051047605, -36.2812592909, -36.2332606238, -36.2332402737, -36.2312324625, -36.2250925284, -36.2227699869, -36.226254932, -36.2196705803, -36.2218333122, -36.2182531106, -36.2211094816, -36.2184301901] | [-7.1773767713, -7.1878567416, -7.1970202143, -7.20023245, -7.1926979677, -7.1883499305, -7.2178896965, -7.1990529181, -7.1895711057, -7.160001829, -7.1442792945, -7.1324599567, -7.1216310602, -7.0349379974, -7.0319114693, -7.026764672, -7.0000293945, -6.9938052198, -6.9896508615, -6.982930199, -6.9708714865, -6.9707589416, -6.9555396602, -7.044993584, -7.091205762, -7.1046195839, -7.1047216216, -7.1149392562, -7.1212938038, -7.1345843778, -7.1369105657, -7.1545740845, -7.1611910233, -7.1616358609, -7.1669881263, -7.1773767713] |
| 209 | Sossêgo | POLYGON ((-36.1724818568 -6.6786550802, -36.1569122273 -6.6801061235, -36.1488841043 -6.6770299818, -36.1392371847 -6.6793886755, -36.1063410667 -6.6679235253, -36.1493789519 -6.7171672853, -36.149439207 -6.7172496612, -36.1664037054 -6.7366551804, -36.2485791362 -6.8307682813, -36.2611053393 -6.8451221193, -36.2587932641 -6.8091797692, -36.2563541382 -6.7714100893, -36.2560794058 -6.7671717652, -36.2526621541 -6.7144720345, -36.2526576967 -6.7143976035, -36.250690425 -6.6841650149, -36.2427904761 -6.6417541146, -36.2427354161 -6.6414568723, -36.2345188788 -6.6413060253, -36.2275002548 -6.6468756798, -36.2118781348 -6.6623274871, -36.1901956965 -6.6736035472, -36.1878811725 -6.6746832728, -36.1724818568 -6.6786550802)) | 2516151 | SOSSEGO | SOSSEGO | 3522 | 605 | 17.177740 | [-36.1724818568, -36.1569122273, -36.1488841043, -36.1392371847, -36.1063410667, -36.1493789519, -36.149439207, -36.1664037054, -36.2485791362, -36.2611053393, -36.2587932641, -36.2563541382, -36.2560794058, -36.2526621541, -36.2526576967, -36.250690425, -36.2427904761, -36.2427354161, -36.2345188788, -36.2275002548, -36.2118781348, -36.1901956965, -36.1878811725, -36.1724818568] | [-6.6786550802, -6.6801061235, -6.6770299818, -6.6793886755, -6.6679235253, -6.7171672853, -6.7172496612, -6.7366551804, -6.8307682813, -6.8451221193, -6.8091797692, -6.7714100893, -6.7671717652, -6.7144720345, -6.7143976035, -6.6841650149, -6.6417541146, -6.6414568723, -6.6413060253, -6.6468756798, -6.6623274871, -6.6736035472, -6.6746832728, -6.6786550802] |
| 210 | Sousa | POLYGON ((-38.180295819 -6.5977949099, -38.1632776405 -6.6218183414, -38.1453989509 -6.6049795887, -38.1270231097 -6.5968591165, -38.1193476267 -6.5946385278, -38.118033474 -6.5977563178, -38.107416571 -6.6040077325, -38.1029941054 -6.6300237876, -38.099056147 -6.6305845239, -38.1019799988 -6.644758113, -38.0925616913 -6.665947281, -38.0938738262 -6.6693096399, -38.0915665508 -6.6887772022, -38.1014748792 -6.7229457386, -38.1396923821 -6.7530403645, -38.1355955993 -6.7875385459, -38.1295132782 -6.8176229612, -38.1189089645 -6.8531936146, -38.1309107518 -6.8600409595, -38.1329855876 -6.8713903003, -38.1371767226 -6.8723825327, -38.1505283788 -6.8951327189, -38.1638501758 -6.8762812849, -38.1671538012 -6.8716053113, -38.1960315344 -6.869122475, -38.1961833265 -6.8691578128, -38.2714190516 -6.8867633437, -38.2569391162 -6.9042255097, -38.2758554182 -6.9103339322, -38.2810263806 -6.9059841674, -38.2914682565 -6.9091733454, -38.3129727499 -6.897207527, -38.3244583084 -6.8750663626, -38.3167017532 -6.8421909907, -38.3177051989 -6.8277086026, -38.3092667133 -6.8091589272, -38.306985322 -6.8041436848, -38.2900909893 -6.7669988942, -38.3533823361 -6.7715254876, -38.3721464377 -6.772302359, -38.3598930029 -6.7621482747, -38.3559970342 -6.7573914818, -38.3552243872 -6.6938205775, -38.3550693869 -6.6812550407, -38.3550639475 -6.6808108245, -38.3505338953 -6.6592028521, -38.3458748803 -6.6365747512, -38.3411660131 -6.6285062039, -38.3526158636 -6.6199606188, -38.3527355232 -6.614372343, -38.3381594948 -6.6174479531, -38.3138388823 -6.6128629431, -38.3026080052 -6.6266488732, -38.2921906848 -6.6296836794, -38.2833654111 -6.6457452908, -38.2714214072 -6.6276576423, -38.2635713325 -6.6202026662, -38.262791564 -6.6129498284, -38.2559212838 -6.6079190337, -38.2459486396 -6.5973913205, -38.185283609 -6.5977643392, -38.180295819 -6.5977949099)) | 2516201 | SOUSA | SOUSA | 69196 | 10399 | 15.028325 | [-38.180295819, -38.1632776405, -38.1453989509, -38.1270231097, -38.1193476267, -38.118033474, -38.107416571, -38.1029941054, -38.099056147, -38.1019799988, -38.0925616913, -38.0938738262, -38.0915665508, -38.1014748792, -38.1396923821, -38.1355955993, -38.1295132782, -38.1189089645, -38.1309107518, -38.1329855876, -38.1371767226, -38.1505283788, -38.1638501758, -38.1671538012, -38.1960315344, -38.1961833265, -38.2714190516, -38.2569391162, -38.2758554182, -38.2810263806, -38.2914682565, -38.3129727499, -38.3244583084, -38.3167017532, -38.3177051989, -38.3092667133, -38.306985322, -38.2900909893, -38.3533823361, -38.3721464377, -38.3598930029, -38.3559970342, -38.3552243872, -38.3550693869, -38.3550639475, -38.3505338953, -38.3458748803, -38.3411660131, -38.3526158636, -38.3527355232, -38.3381594948, -38.3138388823, -38.3026080052, -38.2921906848, -38.2833654111, -38.2714214072, -38.2635713325, -38.262791564, -38.2559212838, -38.2459486396, -38.185283609, -38.180295819] | [-6.5977949099, -6.6218183414, -6.6049795887, -6.5968591165, -6.5946385278, -6.5977563178, -6.6040077325, -6.6300237876, -6.6305845239, -6.644758113, -6.665947281, -6.6693096399, -6.6887772022, -6.7229457386, -6.7530403645, -6.7875385459, -6.8176229612, -6.8531936146, -6.8600409595, -6.8713903003, -6.8723825327, -6.8951327189, -6.8762812849, -6.8716053113, -6.869122475, -6.8691578128, -6.8867633437, -6.9042255097, -6.9103339322, -6.9059841674, -6.9091733454, -6.897207527, -6.8750663626, -6.8421909907, -6.8277086026, -6.8091589272, -6.8041436848, -6.7669988942, -6.7715254876, -6.772302359, -6.7621482747, -6.7573914818, -6.6938205775, -6.6812550407, -6.6808108245, -6.6592028521, -6.6365747512, -6.6285062039, -6.6199606188, -6.614372343, -6.6174479531, -6.6128629431, -6.6266488732, -6.6296836794, -6.6457452908, -6.6276576423, -6.6202026662, -6.6129498284, -6.6079190337, -6.5973913205, -6.5977643392, -6.5977949099] |
| 211 | Sumé | POLYGON ((-36.96041627 -7.4849463136, -36.9499168049 -7.5005348787, -36.9368330383 -7.5053285095, -36.9236063392 -7.5031971113, -36.9155571119 -7.5067718335, -36.9012595565 -7.5014183891, -36.9011125194 -7.4975422505, -36.8835275755 -7.4927073752, -36.8539183975 -7.4996489588, -36.8759024908 -7.5156626185, -36.9005206427 -7.533596486, -36.8871675483 -7.5342224521, -36.8740669916 -7.5348357468, -36.828511822 -7.5369647362, -36.8290385791 -7.5390448376, -36.8385930968 -7.5585211702, -36.8244098282 -7.5795296552, -36.8393388118 -7.5932188466, -36.823187104 -7.6082486413, -36.8230761891 -7.608321543, -36.8146478075 -7.6187784436, -36.8099861559 -7.6457327895, -36.7831606335 -7.6482543417, -36.7826957413 -7.656431233, -36.7954482806 -7.6616082048, -36.7960960267 -7.6645454931, -36.7965493454 -7.6731877869, -36.7865582872 -7.6900341595, -36.7638000507 -7.7283767019, -36.725660935 -7.7754044831, -36.7337359251 -7.7882840156, -36.7417738791 -7.7926404553, -36.7463905216 -7.8023168134, -36.7502560265 -7.8022321258, -36.7524867687 -7.7998168547, -36.7586924985 -7.8029987967, -36.760314462 -7.8177233524, -36.7692642618 -7.8167858883, -36.7731661043 -7.8193664158, -36.7943406505 -7.829609612, -36.8032621769 -7.8276709033, -36.8154135627 -7.8305409548, -36.83360111 -7.84230217, -36.8288170204 -7.8121424714, -36.9613529157 -7.8307051678, -36.975694571 -7.8083064684, -36.9988697832 -7.7720906313, -37.0126011239 -7.7506197836, -37.0248680794 -7.7174433125, -37.0222397459 -7.7165427946, -37.0242929242 -7.65802919, -37.0251413886 -7.633691267, -37.0354357178 -7.6353458837, -37.0462468767 -7.6244772406, -37.0531128952 -7.6247845496, -37.0708008349 -7.6117845338, -37.0759508074 -7.6124718415, -37.0856432092 -7.5956165829, -37.0755468559 -7.5994838979, -37.0693334308 -7.6093129073, -37.05968674 -7.6112345895, -37.0451941548 -7.6086921226, -36.9883985737 -7.6302923358, -36.9818880732 -7.6198370213, -36.998984768 -7.6059865803, -36.9982859667 -7.584821399, -37.0018400152 -7.5794109157, -36.9988807334 -7.5747199522, -37.0020548513 -7.5675668823, -37.0001923326 -7.5638960688, -36.9781543215 -7.5427202894, -37.0117818496 -7.5039765933, -37.0228562355 -7.5017739102, -37.024862048 -7.4962901868, -37.0102210762 -7.4891494349, -37.002912741 -7.4959808152, -36.9838852477 -7.4818541234, -36.96041627 -7.4849463136)) | 2516300 | SUME | SUME | 16872 | 2733 | 16.198435 | [-36.96041627, -36.9499168049, -36.9368330383, -36.9236063392, -36.9155571119, -36.9012595565, -36.9011125194, -36.8835275755, -36.8539183975, -36.8759024908, -36.9005206427, -36.8871675483, -36.8740669916, -36.828511822, -36.8290385791, -36.8385930968, -36.8244098282, -36.8393388118, -36.823187104, -36.8230761891, -36.8146478075, -36.8099861559, -36.7831606335, -36.7826957413, -36.7954482806, -36.7960960267, -36.7965493454, -36.7865582872, -36.7638000507, -36.725660935, -36.7337359251, -36.7417738791, -36.7463905216, -36.7502560265, -36.7524867687, -36.7586924985, -36.760314462, -36.7692642618, -36.7731661043, -36.7943406505, -36.8032621769, -36.8154135627, -36.83360111, -36.8288170204, -36.9613529157, -36.975694571, -36.9988697832, -37.0126011239, -37.0248680794, -37.0222397459, -37.0242929242, -37.0251413886, -37.0354357178, -37.0462468767, -37.0531128952, -37.0708008349, -37.0759508074, -37.0856432092, -37.0755468559, -37.0693334308, -37.05968674, -37.0451941548, -36.9883985737, -36.9818880732, -36.998984768, -36.9982859667, -37.0018400152, -36.9988807334, -37.0020548513, -37.0001923326, -36.9781543215, -37.0117818496, -37.0228562355, -37.024862048, -37.0102210762, -37.002912741, -36.9838852477, -36.96041627] | [-7.4849463136, -7.5005348787, -7.5053285095, -7.5031971113, -7.5067718335, -7.5014183891, -7.4975422505, -7.4927073752, -7.4996489588, -7.5156626185, -7.533596486, -7.5342224521, -7.5348357468, -7.5369647362, -7.5390448376, -7.5585211702, -7.5795296552, -7.5932188466, -7.6082486413, -7.608321543, -7.6187784436, -7.6457327895, -7.6482543417, -7.656431233, -7.6616082048, -7.6645454931, -7.6731877869, -7.6900341595, -7.7283767019, -7.7754044831, -7.7882840156, -7.7926404553, -7.8023168134, -7.8022321258, -7.7998168547, -7.8029987967, -7.8177233524, -7.8167858883, -7.8193664158, -7.829609612, -7.8276709033, -7.8305409548, -7.84230217, -7.8121424714, -7.8307051678, -7.8083064684, -7.7720906313, -7.7506197836, -7.7174433125, -7.7165427946, -7.65802919, -7.633691267, -7.6353458837, -7.6244772406, -7.6247845496, -7.6117845338, -7.6124718415, -7.5956165829, -7.5994838979, -7.6093129073, -7.6112345895, -7.6086921226, -7.6302923358, -7.6198370213, -7.6059865803, -7.584821399, -7.5794109157, -7.5747199522, -7.5675668823, -7.5638960688, -7.5427202894, -7.5039765933, -7.5017739102, -7.4962901868, -7.4891494349, -7.4959808152, -7.4818541234, -7.4849463136] |
| 212 | Campo de Santana | POLYGON ((-35.6200521524 -6.4569239556, -35.6165476579 -6.4622325855, -35.5998617711 -6.4602101815, -35.5918380398 -6.4712297163, -35.5913857354 -6.4767577665, -35.5810589071 -6.4853959557, -35.5638645538 -6.4870682335, -35.5644695306 -6.4913790712, -35.5581876491 -6.4924807758, -35.5517741272 -6.4904231546, -35.5463684591 -6.4814658912, -35.5404367895 -6.4825685365, -35.5376318684 -6.4795046492, -35.5333111797 -6.4826316143, -35.5267709257 -6.4788732232, -35.5255639499 -6.4758252593, -35.5136286372 -6.477757423, -35.5010846537 -6.4774020193, -35.4954681427 -6.4828592078, -35.4916572072 -6.4796843545, -35.4789947599 -6.4863922974, -35.4638991416 -6.4823112112, -35.4597213133 -6.4763776734, -35.4463724462 -6.4864425646, -35.4423307252 -6.4789763754, -35.4414040298 -6.4820694185, -35.4417744918 -6.4861914155, -35.4403000751 -6.5001452565, -35.4273138075 -6.5089358138, -35.429546491 -6.5288445585, -35.4345964781 -6.5318654972, -35.4322112379 -6.5355236539, -35.435344936 -6.5600187945, -35.4492202027 -6.5706687302, -35.4434505922 -6.5760307636, -35.4480963711 -6.6034751179, -35.4538414293 -6.6118804234, -35.4647106911 -6.611026939, -35.4665094306 -6.6107276579, -35.469890801 -6.611181143, -35.4726390687 -6.6160387291, -35.4812847544 -6.6162718778, -35.4903869761 -6.6227846877, -35.4941357619 -6.6351508291, -35.5030460162 -6.6323603787, -35.5033038158 -6.644521731, -35.5081073415 -6.6476606063, -35.5256537177 -6.644248451, -35.5252107959 -6.6083520034, -35.5286901397 -6.6050519917, -35.5364694694 -6.6015850399, -35.5513714167 -6.5759937132, -35.556037889 -6.571811635, -35.5651432148 -6.570385478, -35.5669159424 -6.5664363273, -35.5681603129 -6.5586045167, -35.5580406993 -6.5457562321, -35.5701268464 -6.5326941583, -35.5754949783 -6.5273309101, -35.6291844387 -6.500094155, -35.653109445 -6.4914300143, -35.6364723379 -6.45398821, -35.6200521524 -6.4569239556)) | 2516409 | TACIMA | TACIMA | 10896 | 1544 | 14.170338 | [-35.6200521524, -35.6165476579, -35.5998617711, -35.5918380398, -35.5913857354, -35.5810589071, -35.5638645538, -35.5644695306, -35.5581876491, -35.5517741272, -35.5463684591, -35.5404367895, -35.5376318684, -35.5333111797, -35.5267709257, -35.5255639499, -35.5136286372, -35.5010846537, -35.4954681427, -35.4916572072, -35.4789947599, -35.4638991416, -35.4597213133, -35.4463724462, -35.4423307252, -35.4414040298, -35.4417744918, -35.4403000751, -35.4273138075, -35.429546491, -35.4345964781, -35.4322112379, -35.435344936, -35.4492202027, -35.4434505922, -35.4480963711, -35.4538414293, -35.4647106911, -35.4665094306, -35.469890801, -35.4726390687, -35.4812847544, -35.4903869761, -35.4941357619, -35.5030460162, -35.5033038158, -35.5081073415, -35.5256537177, -35.5252107959, -35.5286901397, -35.5364694694, -35.5513714167, -35.556037889, -35.5651432148, -35.5669159424, -35.5681603129, -35.5580406993, -35.5701268464, -35.5754949783, -35.6291844387, -35.653109445, -35.6364723379, -35.6200521524] | [-6.4569239556, -6.4622325855, -6.4602101815, -6.4712297163, -6.4767577665, -6.4853959557, -6.4870682335, -6.4913790712, -6.4924807758, -6.4904231546, -6.4814658912, -6.4825685365, -6.4795046492, -6.4826316143, -6.4788732232, -6.4758252593, -6.477757423, -6.4774020193, -6.4828592078, -6.4796843545, -6.4863922974, -6.4823112112, -6.4763776734, -6.4864425646, -6.4789763754, -6.4820694185, -6.4861914155, -6.5001452565, -6.5089358138, -6.5288445585, -6.5318654972, -6.5355236539, -6.5600187945, -6.5706687302, -6.5760307636, -6.6034751179, -6.6118804234, -6.611026939, -6.6107276579, -6.611181143, -6.6160387291, -6.6162718778, -6.6227846877, -6.6351508291, -6.6323603787, -6.644521731, -6.6476606063, -6.644248451, -6.6083520034, -6.6050519917, -6.6015850399, -6.5759937132, -6.571811635, -6.570385478, -6.5664363273, -6.5586045167, -6.5457562321, -6.5326941583, -6.5273309101, -6.500094155, -6.4914300143, -6.45398821, -6.4569239556] |
| 213 | Taperoá | POLYGON ((-36.77812237 -7.1121251154, -36.7519356271 -7.1214062635, -36.7276766097 -7.114224415, -36.7290760421 -7.1238178273, -36.7118684222 -7.1414488827, -36.6983670559 -7.134765858, -36.6937840313 -7.1257738752, -36.6745928475 -7.1235452566, -36.6609848734 -7.1266943809, -36.6619797524 -7.1302425761, -36.6585860238 -7.1462599454, -36.6610880664 -7.1743782497, -36.6588976447 -7.1815205926, -36.6562510134 -7.1861395967, -36.6593037182 -7.1932932855, -36.6744094303 -7.2093846606, -36.6688359718 -7.2093201034, -36.6691691341 -7.2144826723, -36.6795831438 -7.2365250851, -36.6834167751 -7.2411644906, -36.7162744899 -7.2809349819, -36.7074137657 -7.2912250882, -36.701273195 -7.3181410624, -36.7135877666 -7.3176705823, -36.7152220973 -7.3137554741, -36.719421507 -7.3163946639, -36.7371919419 -7.3137033724, -36.7493906993 -7.3045561304, -36.7567203336 -7.3054366052, -36.7737149086 -7.3005635998, -36.7873606441 -7.310723031, -36.7978315494 -7.3098349607, -36.797075387 -7.3207327327, -36.80140651 -7.3303511791, -36.835976786 -7.3264153406, -36.8702591684 -7.315137924, -36.872902964 -7.314280148, -36.9551574165 -7.2875732792, -36.9586680973 -7.2864326839, -36.9796949953 -7.2795985559, -37.0145175614 -7.2503422075, -37.0292700138 -7.2049945514, -37.0292936098 -7.2049225504, -37.0343006058 -7.1895159274, -37.0188145603 -7.1900526573, -37.0016016257 -7.1753310739, -36.9922790804 -7.179715761, -36.9763231426 -7.1600619449, -36.9638642499 -7.1503655168, -36.9544817312 -7.1485100146, -36.9543383262 -7.1485170678, -36.9440986424 -7.1513637463, -36.9309514101 -7.1496673493, -36.9306872339 -7.1530459719, -36.9191687563 -7.154855545, -36.904688036 -7.1516204682, -36.8944193663 -7.1597684718, -36.8797872853 -7.1589439776, -36.8582596194 -7.1487698463, -36.8498448342 -7.1501975695, -36.8441802083 -7.1461377519, -36.8330807027 -7.1448203346, -36.8097714192 -7.1500392731, -36.77812237 -7.1121251154)) | 2516508 | TAPEROA | TAPEROA | 15193 | 2714 | 17.863490 | [-36.77812237, -36.7519356271, -36.7276766097, -36.7290760421, -36.7118684222, -36.6983670559, -36.6937840313, -36.6745928475, -36.6609848734, -36.6619797524, -36.6585860238, -36.6610880664, -36.6588976447, -36.6562510134, -36.6593037182, -36.6744094303, -36.6688359718, -36.6691691341, -36.6795831438, -36.6834167751, -36.7162744899, -36.7074137657, -36.701273195, -36.7135877666, -36.7152220973, -36.719421507, -36.7371919419, -36.7493906993, -36.7567203336, -36.7737149086, -36.7873606441, -36.7978315494, -36.797075387, -36.80140651, -36.835976786, -36.8702591684, -36.872902964, -36.9551574165, -36.9586680973, -36.9796949953, -37.0145175614, -37.0292700138, -37.0292936098, -37.0343006058, -37.0188145603, -37.0016016257, -36.9922790804, -36.9763231426, -36.9638642499, -36.9544817312, -36.9543383262, -36.9440986424, -36.9309514101, -36.9306872339, -36.9191687563, -36.904688036, -36.8944193663, -36.8797872853, -36.8582596194, -36.8498448342, -36.8441802083, -36.8330807027, -36.8097714192, -36.77812237] | [-7.1121251154, -7.1214062635, -7.114224415, -7.1238178273, -7.1414488827, -7.134765858, -7.1257738752, -7.1235452566, -7.1266943809, -7.1302425761, -7.1462599454, -7.1743782497, -7.1815205926, -7.1861395967, -7.1932932855, -7.2093846606, -7.2093201034, -7.2144826723, -7.2365250851, -7.2411644906, -7.2809349819, -7.2912250882, -7.3181410624, -7.3176705823, -7.3137554741, -7.3163946639, -7.3137033724, -7.3045561304, -7.3054366052, -7.3005635998, -7.310723031, -7.3098349607, -7.3207327327, -7.3303511791, -7.3264153406, -7.315137924, -7.314280148, -7.2875732792, -7.2864326839, -7.2795985559, -7.2503422075, -7.2049945514, -7.2049225504, -7.1895159274, -7.1900526573, -7.1753310739, -7.179715761, -7.1600619449, -7.1503655168, -7.1485100146, -7.1485170678, -7.1513637463, -7.1496673493, -7.1530459719, -7.154855545, -7.1516204682, -7.1597684718, -7.1589439776, -7.1487698463, -7.1501975695, -7.1461377519, -7.1448203346, -7.1500392731, -7.1121251154] |
| 214 | Tavares | POLYGON ((-37.898057918 -7.5362035088, -37.8946158288 -7.5382420037, -37.899571148 -7.5485362658, -37.8973101608 -7.5614788166, -37.8637539016 -7.5611395533, -37.8613827654 -7.5657026897, -37.8635716301 -7.5806881996, -37.8470593878 -7.5792480511, -37.8445504882 -7.5855903685, -37.8409393969 -7.5847891694, -37.8406224645 -7.5848483542, -37.8354681665 -7.5877101109, -37.8167328636 -7.5968097424, -37.8121163065 -7.6058119314, -37.8022728621 -7.6104816005, -37.7972868733 -7.6096103416, -37.7971836108 -7.6145470755, -37.7970282451 -7.6145545413, -37.780496601 -7.6151178646, -37.7736496442 -7.6255099642, -37.757631389 -7.6337117777, -37.7642401518 -7.6309742874, -37.7668945279 -7.6570711667, -37.7669832602 -7.6561414199, -37.7676363381 -7.6561868423, -37.7678067557 -7.6554889416, -37.7670517389 -7.6554293843, -37.7677380593 -7.648265552, -37.7715706387 -7.6478281219, -37.7757760074 -7.646220477, -37.7760128644 -7.6343037466, -37.780612926 -7.6266358596, -37.790460103 -7.6255356874, -37.8076228564 -7.6435519128, -37.8435619391 -7.6467640929, -37.8568106636 -7.6515606861, -37.8693016981 -7.6671496548, -37.8802501307 -7.6832408315, -37.8970057319 -7.6904180499, -37.9029643049 -7.697608825, -37.9029367571 -7.6976409218, -37.9029783497 -7.6976911932, -37.9045026383 -7.696837108, -37.9113321929 -7.6936421244, -37.916188011 -7.6825775257, -37.9227892744 -7.6791018069, -37.9336810436 -7.6724347774, -37.9373375833 -7.6630446654, -37.9450392022 -7.6577946363, -37.9433909025 -7.6509303294, -37.946802886 -7.6457289696, -37.9562221492 -7.6382546466, -37.956192712 -7.6281206543, -37.9527324801 -7.6233866624, -37.9545059402 -7.6195050298, -37.9535572936 -7.6182952803, -37.9561878115 -7.5844350051, -37.9328487724 -7.5708845585, -37.9293485482 -7.5607411426, -37.9398823935 -7.5556222891, -37.9535267771 -7.5584780348, -37.9582735555 -7.5520610123, -37.968580793 -7.5537764659, -37.976483905 -7.5466504853, -37.9827906166 -7.5457493273, -37.9846592084 -7.540034369, -37.9837761748 -7.5370265649, -37.982104924 -7.5392918342, -37.9738839908 -7.5378703684, -37.9737474042 -7.532213015, -37.9795871223 -7.5253609979, -37.9537721493 -7.5009292328, -37.9448352711 -7.4935837831, -37.9394250241 -7.493188185, -37.9209521498 -7.4754366951, -37.9006696509 -7.5292764513, -37.898057918 -7.5362035088)) | 2516607 | TAVARES | TAVARES | 14615 | 2350 | 16.079371 | [-37.898057918, -37.8946158288, -37.899571148, -37.8973101608, -37.8637539016, -37.8613827654, -37.8635716301, -37.8470593878, -37.8445504882, -37.8409393969, -37.8406224645, -37.8354681665, -37.8167328636, -37.8121163065, -37.8022728621, -37.7972868733, -37.7971836108, -37.7970282451, -37.780496601, -37.7736496442, -37.757631389, -37.7642401518, -37.7668945279, -37.7669832602, -37.7676363381, -37.7678067557, -37.7670517389, -37.7677380593, -37.7715706387, -37.7757760074, -37.7760128644, -37.780612926, -37.790460103, -37.8076228564, -37.8435619391, -37.8568106636, -37.8693016981, -37.8802501307, -37.8970057319, -37.9029643049, -37.9029367571, -37.9029783497, -37.9045026383, -37.9113321929, -37.916188011, -37.9227892744, -37.9336810436, -37.9373375833, -37.9450392022, -37.9433909025, -37.946802886, -37.9562221492, -37.956192712, -37.9527324801, -37.9545059402, -37.9535572936, -37.9561878115, -37.9328487724, -37.9293485482, -37.9398823935, -37.9535267771, -37.9582735555, -37.968580793, -37.976483905, -37.9827906166, -37.9846592084, -37.9837761748, -37.982104924, -37.9738839908, -37.9737474042, -37.9795871223, -37.9537721493, -37.9448352711, -37.9394250241, -37.9209521498, -37.9006696509, -37.898057918] | [-7.5362035088, -7.5382420037, -7.5485362658, -7.5614788166, -7.5611395533, -7.5657026897, -7.5806881996, -7.5792480511, -7.5855903685, -7.5847891694, -7.5848483542, -7.5877101109, -7.5968097424, -7.6058119314, -7.6104816005, -7.6096103416, -7.6145470755, -7.6145545413, -7.6151178646, -7.6255099642, -7.6337117777, -7.6309742874, -7.6570711667, -7.6561414199, -7.6561868423, -7.6554889416, -7.6554293843, -7.648265552, -7.6478281219, -7.646220477, -7.6343037466, -7.6266358596, -7.6255356874, -7.6435519128, -7.6467640929, -7.6515606861, -7.6671496548, -7.6832408315, -7.6904180499, -7.697608825, -7.6976409218, -7.6976911932, -7.696837108, -7.6936421244, -7.6825775257, -7.6791018069, -7.6724347774, -7.6630446654, -7.6577946363, -7.6509303294, -7.6457289696, -7.6382546466, -7.6281206543, -7.6233866624, -7.6195050298, -7.6182952803, -7.5844350051, -7.5708845585, -7.5607411426, -7.5556222891, -7.5584780348, -7.5520610123, -7.5537764659, -7.5466504853, -7.5457493273, -7.540034369, -7.5370265649, -7.5392918342, -7.5378703684, -7.532213015, -7.5253609979, -7.5009292328, -7.4935837831, -7.493188185, -7.4754366951, -7.5292764513, -7.5362035088] |
| 215 | Teixeira | POLYGON ((-37.1468612191 -7.263260365, -37.1498704471 -7.2728824078, -37.176583938 -7.3091464475, -37.1963310261 -7.2942632226, -37.2138332064 -7.2908957136, -37.2325019093 -7.2746828121, -37.23326959 -7.2739904884, -37.2604764521 -7.2737543958, -37.2774208779 -7.2747794321, -37.287989876 -7.2878830813, -37.3074695067 -7.2888358713, -37.3136180832 -7.2889547139, -37.3154354155 -7.279293467, -37.3117732047 -7.2713835744, -37.3056657364 -7.2617855604, -37.309077876 -7.2532852952, -37.3042072008 -7.2514507258, -37.3156279037 -7.2413193843, -37.3226427605 -7.2415149709, -37.3244919378 -7.2339851391, -37.3340996081 -7.2277956129, -37.324982655 -7.2250589048, -37.3220282253 -7.2142299928, -37.3352139355 -7.2139851058, -37.3033719033 -7.1913823767, -37.2765846527 -7.1942178797, -37.2469335152 -7.197353383, -37.2101360107 -7.2044162012, -37.1759725482 -7.230254904, -37.1718238561 -7.2370248197, -37.1454993492 -7.2460732332, -37.1468612191 -7.263260365)) | 2516706 | TEIXEIRA | TEIXEIRA | 15085 | 3030 | 20.086178 | [-37.1468612191, -37.1498704471, -37.176583938, -37.1963310261, -37.2138332064, -37.2325019093, -37.23326959, -37.2604764521, -37.2774208779, -37.287989876, -37.3074695067, -37.3136180832, -37.3154354155, -37.3117732047, -37.3056657364, -37.309077876, -37.3042072008, -37.3156279037, -37.3226427605, -37.3244919378, -37.3340996081, -37.324982655, -37.3220282253, -37.3352139355, -37.3033719033, -37.2765846527, -37.2469335152, -37.2101360107, -37.1759725482, -37.1718238561, -37.1454993492, -37.1468612191] | [-7.263260365, -7.2728824078, -7.3091464475, -7.2942632226, -7.2908957136, -7.2746828121, -7.2739904884, -7.2737543958, -7.2747794321, -7.2878830813, -7.2888358713, -7.2889547139, -7.279293467, -7.2713835744, -7.2617855604, -7.2532852952, -7.2514507258, -7.2413193843, -7.2415149709, -7.2339851391, -7.2277956129, -7.2250589048, -7.2142299928, -7.2139851058, -7.1913823767, -7.1942178797, -7.197353383, -7.2044162012, -7.230254904, -7.2370248197, -7.2460732332, -7.263260365] |
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| 220 | Várzea | POLYGON ((-36.971459169 -6.7402436272, -36.9715481075 -6.7650806836, -36.9642275429 -6.7736534426, -36.9523241726 -6.7747510867, -36.9587591996 -6.7829006145, -36.9659907568 -6.7903476007, -36.9624729117 -6.799847479, -36.9636180057 -6.8070065252, -36.9549850365 -6.8176140882, -37.0101244369 -6.8691001768, -37.0103864857 -6.8740187578, -37.022476684 -6.8732930348, -37.0214727378 -6.8598452606, -37.0327887294 -6.8580672974, -37.0350706865 -6.8461833362, -37.0442953852 -6.8381345766, -37.0596695135 -6.8426528742, -37.0665976877 -6.8326572044, -37.0844815879 -6.8127893315, -37.0802465883 -6.8024040596, -37.0941239835 -6.8074355197, -37.1073769608 -6.807487622, -37.1089036732 -6.7998200428, -37.1384102942 -6.785740924, -37.1518868122 -6.7979618023, -37.1285955643 -6.765575174, -37.1197201012 -6.7668898214, -37.0750773775 -6.7537322657, -37.0590836594 -6.7490233066, -37.0349209784 -6.7337644954, -37.0118464464 -6.7158213026, -37.0096467884 -6.714110578, -37.0032522039 -6.7092107543, -36.9896021741 -6.7087485946, -36.9772829359 -6.7214536342, -36.971459169 -6.7402436272)) | 2517100 | VARZEA | VARZEA | 2784 | 315 | 11.314655 | [-36.971459169, -36.9715481075, -36.9642275429, -36.9523241726, -36.9587591996, -36.9659907568, -36.9624729117, -36.9636180057, -36.9549850365, -37.0101244369, -37.0103864857, -37.022476684, -37.0214727378, -37.0327887294, -37.0350706865, -37.0442953852, -37.0596695135, -37.0665976877, -37.0844815879, -37.0802465883, -37.0941239835, -37.1073769608, -37.1089036732, -37.1384102942, -37.1518868122, -37.1285955643, -37.1197201012, -37.0750773775, -37.0590836594, -37.0349209784, -37.0118464464, -37.0096467884, -37.0032522039, -36.9896021741, -36.9772829359, -36.971459169] | [-6.7402436272, -6.7650806836, -6.7736534426, -6.7747510867, -6.7829006145, -6.7903476007, -6.799847479, -6.8070065252, -6.8176140882, -6.8691001768, -6.8740187578, -6.8732930348, -6.8598452606, -6.8580672974, -6.8461833362, -6.8381345766, -6.8426528742, -6.8326572044, -6.8127893315, -6.8024040596, -6.8074355197, -6.807487622, -6.7998200428, -6.785740924, -6.7979618023, -6.765575174, -6.7668898214, -6.7537322657, -6.7490233066, -6.7337644954, -6.7158213026, -6.714110578, -6.7092107543, -6.7087485946, -6.7214536342, -6.7402436272] |
| 221 | Vieirópolis | POLYGON ((-38.2267698705 -6.4835489209, -38.1966634342 -6.5504588883, -38.1950826103 -6.5542561658, -38.2118340963 -6.5551959105, -38.2241860098 -6.579986664, -38.2459486396 -6.5973913205, -38.2559212838 -6.6079190337, -38.262791564 -6.6129498284, -38.2635713325 -6.6202026662, -38.2714214072 -6.6276576423, -38.2833654111 -6.6457452908, -38.2921906848 -6.6296836794, -38.3026080052 -6.6266488732, -38.3138388823 -6.6128629431, -38.3381594948 -6.6174479531, -38.3527355232 -6.614372343, -38.3424928223 -6.6029837492, -38.3424400925 -6.5909318139, -38.334268993 -6.5779237738, -38.3183779245 -6.5774905926, -38.3036578913 -6.5720940171, -38.2985619304 -6.5593652675, -38.3051158433 -6.527312023, -38.2831041347 -6.5224942158, -38.2883696391 -6.5052183395, -38.269496277 -6.4940418199, -38.2610635738 -6.4847467707, -38.2561812022 -6.4828105389, -38.2525380573 -6.485023531, -38.2388787491 -6.4798984171, -38.228672182 -6.4829476869, -38.2267698705 -6.4835489209)) | 2517209 | VIEIROPOLIS | VIEIROPOLIS | 5327 | 857 | 16.087854 | [-38.2267698705, -38.1966634342, -38.1950826103, -38.2118340963, -38.2241860098, -38.2459486396, -38.2559212838, -38.262791564, -38.2635713325, -38.2714214072, -38.2833654111, -38.2921906848, -38.3026080052, -38.3138388823, -38.3381594948, -38.3527355232, -38.3424928223, -38.3424400925, -38.334268993, -38.3183779245, -38.3036578913, -38.2985619304, -38.3051158433, -38.2831041347, -38.2883696391, -38.269496277, -38.2610635738, -38.2561812022, -38.2525380573, -38.2388787491, -38.228672182, -38.2267698705] | [-6.4835489209, -6.5504588883, -6.5542561658, -6.5551959105, -6.579986664, -6.5973913205, -6.6079190337, -6.6129498284, -6.6202026662, -6.6276576423, -6.6457452908, -6.6296836794, -6.6266488732, -6.6128629431, -6.6174479531, -6.614372343, -6.6029837492, -6.5909318139, -6.5779237738, -6.5774905926, -6.5720940171, -6.5593652675, -6.527312023, -6.5224942158, -6.5052183395, -6.4940418199, -6.4847467707, -6.4828105389, -6.485023531, -6.4798984171, -6.4829476869, -6.4835489209] |
| 222 | Zabelê | POLYGON ((-37.1049026413 -8.048006046899999, -37.0926521766 -8.050565199999999, -37.0790699967 -8.045628693299999, -37.0681950378 -8.0332984913, -37.0380482664 -8.0436363491, -37.0302958361 -8.060933310399999, -37.0319676901 -8.0693910688, -37.0282797561 -8.0811904148, -37.0208703806 -8.0944031478, -37.0209867731 -8.094441617199999, -37.0261141677 -8.099742059, -37.0429135632 -8.1028061968, -37.0487201272 -8.099133074399999, -37.0611389269 -8.100468365299999, -37.0686156133 -8.106496417200001, -37.0837244632 -8.110323079300001, -37.092582468 -8.1205751385, -37.1062751421 -8.126996096799999, -37.1179987866 -8.125595667100001, -37.1212607037 -8.127858610800001, -37.1328273156 -8.1232004856, -37.1438299839 -8.124584008599999, -37.1422155577 -8.1175324255, -37.147475601 -8.0996801744, -37.1433648775 -8.0875534149, -37.1451671022 -8.081777757499999, -37.1565029479 -8.064120836900001, -37.1577500802 -8.050812494000001, -37.1480565449 -8.0347019237, -37.1492289992 -8.023326569, -37.1298675771 -8.0241723368, -37.1247964637 -8.039227012, -37.1115368176 -8.0404452126, -37.1049026413 -8.048006046899999)) | 2517407 | ZABELE | ZABELE | 2227 | 348 | 15.626403 | [-37.1049026413, -37.0926521766, -37.0790699967, -37.0681950378, -37.0380482664, -37.0302958361, -37.0319676901, -37.0282797561, -37.0208703806, -37.0209867731, -37.0261141677, -37.0429135632, -37.0487201272, -37.0611389269, -37.0686156133, -37.0837244632, -37.092582468, -37.1062751421, -37.1179987866, -37.1212607037, -37.1328273156, -37.1438299839, -37.1422155577, -37.147475601, -37.1433648775, -37.1451671022, -37.1565029479, -37.1577500802, -37.1480565449, -37.1492289992, -37.1298675771, -37.1247964637, -37.1115368176, -37.1049026413] | [-8.0480060469, -8.0505652, -8.0456286933, -8.0332984913, -8.0436363491, -8.0609333104, -8.0693910688, -8.0811904148, -8.0944031478, -8.0944416172, -8.099742059, -8.1028061968, -8.0991330744, -8.1004683653, -8.1064964172, -8.1103230793, -8.1205751385, -8.1269960968, -8.1255956671, -8.1278586108, -8.1232004856, -8.1245840086, -8.1175324255, -8.0996801744, -8.0875534149, -8.0817777575, -8.0641208369, -8.050812494, -8.0347019237, -8.023326569, -8.0241723368, -8.039227012, -8.0404452126, -8.0480060469] |
223 rows × 10 columns
In [83]:
palette.reverse()
color_mapper = LogColorMapper(palette=palette,
low=df_municipios['media'].min(),
high=df_municipios['media'].max()
)
hovertools = 'pan,wheel_zoom,box_zoom,reset,hover,save'
p = figure(
title='Percentual de Individuos com bolsa Família por Município na Paraíba', tools=hovertools,
x_axis_location=None, y_axis_location=None,
width=850, height = 550)
p.grid.grid_line_color = None
p.patches('xs', 'ys', source=geo_source,
fill_color={'field': 'media','transform':color_mapper},
fill_alpha=0.7, line_color='white', line_width=0.5) #, toolbar_sticky=False
hover = p.select_one(HoverTool)
hover.point_policy = 'follow_mouse'
hover.tooltips = [ ('Município: ', '@name'),
('Percentual de Bolsa Família por habitante: ', '@media{0.00}%'),
('Total de Bolsa Família: ', '@Total_BF'),
('População: ','@Populacao')
]
color_bar = ColorBar(color_mapper=color_mapper,
label_standoff=12, border_line_color=None, location=(0,0))
p.add_layout(color_bar, 'right')
In [84]:
show(p)
W-1005 (SNAPPED_TOOLBAR_ANNOTATIONS): Snapped toolbars and annotations on the same side MAY overlap visually: Figure(id='edb94829-0258-4011-b221-a015bbe909ad', ...)
** CASOS PRÁTICOS **
** CASOS PRÁTICOS **
<img src = 'media/dadostce_puro.png' width = 100%>
In [85]:
import zlib # para descompactar o arquivo zip
import sys # soluções de encoding utf8 do texto
import sqlite3 #abrir arquivo como csv e salvar como base de dados sqlite3
import timeit #informa o tempo de execução da pesquisa
import os
import requests
from bs4 import BeautifulSoup # processa dados
from tqdm import tqdm # barra de progresso
import pandas as pd
import numpy as np
import time
import datetime
def download_dados(arquivo, tamanho):
""" Faz download dos arquivos"""
print('###########################################')
print('Fazendo download: ',arquivo)
print('###########################################')
filename = "aria2c.exe"
filename_opcoes = " --file-allocation=none --conditional-get=true --lowest-speed-limit=4k --max-tries=20 "
execucao = filename + filename_opcoes + arquivo
file = arquivo[arquivo.rfind('/')+1:]
try:
statinfo = os.stat(file).st_size
except:
statinfo = 0
tentativa = 0
while statinfo < tamanho and tentativa < 21:
tentativa += 1
if tentativa == 21:
quit()
if statinfo == tamanho:
print('Download OK! :', arquivo,'\n\n')
break
if statinfo != 0:
print('Reiniciando download. Tentativa:',str(tentativa) + '/20', datetime.datetime.now().time().strftime('%H:%M:%S'))
time.sleep(5)
download = os.system(resource_path(execucao))
try:
statinfo = os.stat(file).st_size
except:
statinfo = 0
In [86]:
if 1 == 0:
try: os.remove('Folhapessoal.db')
except: pass
conn = sqlite3.connect('Folhapessoal.db')
curs = conn.cursor()
print('\n\nCriando base de dados (arquivo Folhapessoal.db).... \n\n')
print('Inserindo Folha dos Municípios na base de dados....')
start_time = timeit.default_timer()
curs.executescript("""
PRAGMA synchronize = OFF;
PRAGMA journal_mode = MEMORY;
CREATE TABLE dados_download (
ID INT PRIMARY KEY, data_geracao TEXT, tamanho TEXT , hash_md5 TEXT, cargos_tot_registros INT, ult_mesano TEXT, texto TEXT);
""")
conn.commit()
colunas = []
c = 0
colunas = """cd_ugestora, de_ugestora, de_cargo, de_tipocargo, cd_CPF, dt_mesanoreferencia, no_servidor, vl_vantagens, de_uorcamentaria"""
colunas = colunas.split(',')
colunas = [x.strip() for x in colunas]
comando = ("""CREATE TABLE folhamunicipio (ID INT PRIMARY KEY ,""" +
str(' TEXT,'.join(colunas)) + ' TEXT);')
curs.execute(comando)
In [87]:
if 1 == 0:
def converte_mes_ano(x):
x = str(x)
return x[:-4].zfill(2) + '/' + x[-4:]
def reduz_cpf(x):
return '###' + str(x)[3:-2] + '##'
def dinheiro(x):
return 'R$ ' + '{:,.2f}'.format(x).replace('.', '%temp%').replace(',', '.').replace('%temp%', ',')
f = open(arquivo_municipal[arquivo_municipal.rfind('/')+1:-3],
'r', encoding='utf8')
chunksize = 200_000
j = 1
dtype = {'cd_ugestora': np.int32, 'de_ugestora': np.object,
'de_cargo': np.object, 'de_tipocargo': np.object,
'cd_CPF': np.object, 'dt_mesanoreferencia': np.object,
'no_servidor': np.int32,'vl_vantagens': np.float32,
'de_uorcamentaria': np.object}
reader = pd.read_csv(f, sep='|', iterator = True,
chunksize=chunksize, low_memory=False,
dtype=dtype, na_filter=False)
for df in reader: # tdqm
df = df.rename(columns={c: c.replace(' ', '') for c in colunas})
df['dt_MesAnoReferencia'] = df['dt_MesAnoReferencia'].apply(converte_mes_ano)
df['cd_CPF'] = df['cd_CPF'].apply(reduz_cpf)
df['vl_vantagens'] = df['vl_vantagens'].apply(dinheiro)
df.index += j
df.to_sql('folhamunicipio', conn, if_exists='append',index_label='ID')
j = df.index[-1] + 1
conn.commit()
In [88]:
if 1 == 0:
print ('Criando tabela FTS4 Município (12 minutos)....')
# cria modulo FTS3 para as tabelas
curs.execute('CREATE VIRTUAL TABLE folhaparaiba USING fts4(servidor, cpf, cargo, natureza, mes_ano, remuneracao, poder, orgao, data_admissao, tokenize=unicode61);')
# insere dados
curs.execute('INSERT INTO folhaparaiba SELECT no_servidor, cd_cpf, de_cargo, de_tipocargo, dt_mesanoreferencia, vl_vantagens, de_ugestora, de_uorcamentaria, "" FROM folhamunicipio;')
print ('Criando tabela FTS4 Município (Temp. aprox: 12 minutos)....ok!')
print("--- %s minutos ---" % "{0:.3f}".format(float((timeit.default_timer() - start_time))/60))
start_time = timeit.default_timer()
print ('Criando tabela FTS4 Estado (Temp. aprox: 12 minutos)....')
curs.execute('INSERT INTO folhaparaiba SELECT no_servidor, nu_cpf, no_cargo, tp_cargo, dt_mesano, vl_vantagens, de_poder, de_orgaolotacao, dt_admissao FROM folhaestado;')
conn.commit()
print ('Criando tabela FTS4 Estado (Temp. aprox: 12 minutos)....ok!')
print("--- %s minutos ---" % "{0:.3f}".format(float((timeit.default_timer() - start_time))/60))
In [89]:
import sqlite3
import pandas as pd
pasta = 'c:/users/alberto/documents/cargos_tce/'
conn = sqlite3.connect(pasta+'folhapessoal.db') # Cria a sua conexao
query_sql = '"Prefeitura municipal de patos" excep*'
sql = f"SELECT * FROM folhaparaiba WHERE folhaparaiba match '{query_sql}';"
df = pd.read_sql(sql,conn)
df.info()
<class 'pandas.core.frame.DataFrame'> RangeIndex: 88517 entries, 0 to 88516 Data columns (total 9 columns): servidor 88517 non-null object cpf 88517 non-null object cargo 88517 non-null object natureza 88517 non-null object mes_ano 88517 non-null object remuneracao 88517 non-null object poder 88517 non-null object orgao 88517 non-null object data_admissao 88517 non-null object dtypes: object(9) memory usage: 6.1+ MB
In [90]:
from bokeh.models import (ColumnDataSource, FactorRange,
SingleIntervalTicker,LinearAxis)
from math import pi
ano_inicial = 2013
ano_final= 2017
n_minimo_pagtos_FOPAG = 1
titulo = 'FOPAG PATOS'
df_folha = df.copy()
df_folha['mes_ano_hover'] = df_folha['mes_ano']
df_folha['mes_ano'] = pd.to_datetime(df_folha['mes_ano'])
df_folha = (df_folha[(df_folha['mes_ano']
.dt.year >= ano_inicial)
& (df_folha['mes_ano']
.dt.year <= ano_final-1)]
)
df_folha['servidor'] = df_folha['servidor'].str.upper()
df_folha = (df_folha
.groupby('cpf')
.filter(lambda x: len(x) >= n_minimo_pagtos_FOPAG))
servidores_nomes = (df_folha[['servidor','cpf','mes_ano']]
.sort_values(by=['servidor'],ascending=[False]))
servidores_nomes = servidores_nomes.drop_duplicates(subset=['cpf'])
df_folha = df_folha.sort_values('servidor',ascending=False)
nomes = servidores_nomes['servidor'].tolist()
y_plot = servidores_nomes['cpf'].tolist() #para colocar dados
In [91]:
altura = int(len(y_plot) * 12)
largura = 1024
# cria grafico
p = figure(width = largura, height=altura, title = titulo,
x_axis_type='datetime',
x_axis_location='above',
y_range=nomes, y_axis_location='left',
tools=['hover','box_select', 'previewsave'],
output_backend='webgl')
#cria um eixo y com os cpfs, que será utilizado para indexar, em vez dos nomes dos servidores
p.extra_y_ranges = {'cpfs': FactorRange(factors=y_plot)}
p.yaxis.major_label_text_color = 'red'
##############
ticker = SingleIntervalTicker(interval=1, num_minor_ticks=10)
yaxis = LinearAxis(ticker=ticker)
p.add_layout(yaxis, 'right')
fopag = p.square('mes_ano','cpf', source = df_folha,
size=8, alpha=0.5,
color = 'blue', line_color='black',
y_range_name='cpfs')
fopag_centro = p.square('mes_ano','cpf', source = df_folha,
size=2, alpha=0.6
,color='black',
line_color='black', y_range_name='cpfs')
hover = p.select_one(HoverTool)
hover.point_policy = 'follow_mouse'
hover.tooltips = [
('Servidor: ', '@servidor'),
('Cargo: ','@cargo'),
('Remuneração: ', '@remuneracao'),
('Data: ', '@mes_ano_hover')
]
In [92]:
show(p)
W-1005 (SNAPPED_TOOLBAR_ANNOTATIONS): Snapped toolbars and annotations on the same side MAY overlap visually: Figure(id='0d99122e-c912-474c-b1a7-926e2b2c8375', ...)